---
_id: '45244'
abstract:
- lang: eng
  text: "Label noise poses an important challenge in machine learning, especially
    in\r\ndeep learning, in which large models with high expressive power dominate
    the\r\nfield. Models of that kind are prone to memorizing incorrect labels, thereby\r\nharming
    generalization performance. Many methods have been proposed to address\r\nthis
    problem, including robust loss functions and more complex label correction\r\napproaches.
    Robust loss functions are appealing due to their simplicity, but\r\ntypically
    lack flexibility, while label correction usually adds substantial\r\ncomplexity
    to the training setup. In this paper, we suggest to address the\r\nshortcomings
    of both methodologies by \"ambiguating\" the target information,\r\nadding additional,
    complementary candidate labels in case the learner is not\r\nsufficiently convinced
    of the observed training label. More precisely, we\r\nleverage the framework of
    so-called superset learning to construct set-valued\r\ntargets based on a confidence
    threshold, which deliver imprecise yet more\r\nreliable beliefs about the ground-truth,
    effectively helping the learner to\r\nsuppress the memorization effect. In an
    extensive empirical evaluation, our\r\nmethod demonstrates favorable learning
    behavior on synthetic and real-world\r\nnoise, confirming the effectiveness in
    detecting and correcting erroneous\r\ntraining labels."
author:
- first_name: Julian
  full_name: Lienen, Julian
  last_name: Lienen
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  last_name: Hüllermeier
citation:
  ama: Lienen J, Hüllermeier E. Mitigating Label Noise through Data Ambiguation. <i>arXiv:230513764</i>.
    Published online 2023.
  apa: Lienen, J., &#38; Hüllermeier, E. (2023). Mitigating Label Noise through Data
    Ambiguation. In <i>arXiv:2305.13764</i>.
  bibtex: '@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through
    Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier,
    Eyke}, year={2023} }'
  chicago: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
    Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.
  ieee: J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,”
    <i>arXiv:2305.13764</i>. 2023.
  mla: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
    Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.
  short: J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).
date_created: 2023-05-24T05:28:34Z
date_updated: 2023-06-30T14:20:31Z
external_id:
  arxiv:
  - '2305.13764'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/2305.13764.pdf
oa: '1'
publication: arXiv:2305.13764
status: public
title: Mitigating Label Noise through Data Ambiguation
type: preprint
user_id: '44040'
year: '2023'
...
---
_id: '45868'
abstract:
- lang: eng
  text: Perfect vector vortex beams (PVVBs) have attracted considerable interest due
    to their peculiar optical features. PVVBs are typically generated through the
    superposition of perfect vortex beams, which suffer from the limited number of
    topological charges (TCs). Furthermore, dynamic control of PVVBs is desirable
    and has not been reported. We propose and experimentally demonstrate hybrid grafted
    perfect vector vortex beams (GPVVBs) and their dynamic control. Hybrid GPVVBs
    are generated through the superposition of grafted perfect vortex beams with a
    multifunctional metasurface. The generated hybrid GPVVBs possess spatially variant
    rates of polarization change due to the involvement of more TCs. Each hybrid GPVVB
    includes different GPVVBs in the same beam, adding more design flexibility. Moreover,
    these beams are dynamically controlled with a rotating half waveplate. The generated
    dynamic GPVVBs may find applications in the fields where dynamic control is in
    high demand, including optical encryption, dense data communication, and multiple
    particle manipulation.
article_number: '3915'
author:
- first_name: Hammad
  full_name: Ahmed, Hammad
  last_name: Ahmed
- first_name: Muhammad Afnan
  full_name: Ansari, Muhammad Afnan
  last_name: Ansari
- first_name: Yan
  full_name: Li, Yan
  last_name: Li
- first_name: Thomas
  full_name: Zentgraf, Thomas
  id: '30525'
  last_name: Zentgraf
  orcid: 0000-0002-8662-1101
- first_name: Muhammad Qasim
  full_name: Mehmood, Muhammad Qasim
  last_name: Mehmood
- first_name: Xianzhong
  full_name: Chen, Xianzhong
  last_name: Chen
citation:
  ama: Ahmed H, Ansari MA, Li Y, Zentgraf T, Mehmood MQ, Chen X. Dynamic control of
    hybrid grafted perfect vector vortex beams. <i>Nature Communications</i>. 2023;14(1).
    doi:<a href="https://doi.org/10.1038/s41467-023-39599-8">10.1038/s41467-023-39599-8</a>
  apa: Ahmed, H., Ansari, M. A., Li, Y., Zentgraf, T., Mehmood, M. Q., &#38; Chen,
    X. (2023). Dynamic control of hybrid grafted perfect vector vortex beams. <i>Nature
    Communications</i>, <i>14</i>(1), Article 3915. <a href="https://doi.org/10.1038/s41467-023-39599-8">https://doi.org/10.1038/s41467-023-39599-8</a>
  bibtex: '@article{Ahmed_Ansari_Li_Zentgraf_Mehmood_Chen_2023, title={Dynamic control
    of hybrid grafted perfect vector vortex beams}, volume={14}, DOI={<a href="https://doi.org/10.1038/s41467-023-39599-8">10.1038/s41467-023-39599-8</a>},
    number={13915}, journal={Nature Communications}, publisher={Springer Science and
    Business Media LLC}, author={Ahmed, Hammad and Ansari, Muhammad Afnan and Li,
    Yan and Zentgraf, Thomas and Mehmood, Muhammad Qasim and Chen, Xianzhong}, year={2023}
    }'
  chicago: Ahmed, Hammad, Muhammad Afnan Ansari, Yan Li, Thomas Zentgraf, Muhammad
    Qasim Mehmood, and Xianzhong Chen. “Dynamic Control of Hybrid Grafted Perfect
    Vector Vortex Beams.” <i>Nature Communications</i> 14, no. 1 (2023). <a href="https://doi.org/10.1038/s41467-023-39599-8">https://doi.org/10.1038/s41467-023-39599-8</a>.
  ieee: 'H. Ahmed, M. A. Ansari, Y. Li, T. Zentgraf, M. Q. Mehmood, and X. Chen, “Dynamic
    control of hybrid grafted perfect vector vortex beams,” <i>Nature Communications</i>,
    vol. 14, no. 1, Art. no. 3915, 2023, doi: <a href="https://doi.org/10.1038/s41467-023-39599-8">10.1038/s41467-023-39599-8</a>.'
  mla: Ahmed, Hammad, et al. “Dynamic Control of Hybrid Grafted Perfect Vector Vortex
    Beams.” <i>Nature Communications</i>, vol. 14, no. 1, 3915, Springer Science and
    Business Media LLC, 2023, doi:<a href="https://doi.org/10.1038/s41467-023-39599-8">10.1038/s41467-023-39599-8</a>.
  short: H. Ahmed, M.A. Ansari, Y. Li, T. Zentgraf, M.Q. Mehmood, X. Chen, Nature
    Communications 14 (2023).
date_created: 2023-07-06T06:34:37Z
date_updated: 2023-07-06T06:42:10Z
ddc:
- '530'
department:
- _id: '15'
- _id: '230'
- _id: '289'
- _id: '623'
doi: 10.1038/s41467-023-39599-8
file:
- access_level: closed
  content_type: application/pdf
  creator: zentgraf
  date_created: 2023-07-06T06:40:28Z
  date_updated: 2023-07-06T06:40:28Z
  file_id: '45869'
  file_name: NatureCommun_Ahmed_2023.pdf
  file_size: 4341041
  relation: main_file
  success: 1
file_date_updated: 2023-07-06T06:40:28Z
has_accepted_license: '1'
intvolume: '        14'
issue: '1'
keyword:
- General Physics and Astronomy
- General Biochemistry
- Genetics and Molecular Biology
- General Chemistry
- Multidisciplinary
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Nature Communications
publication_identifier:
  issn:
  - 2041-1723
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: Dynamic control of hybrid grafted perfect vector vortex beams
type: journal_article
user_id: '30525'
volume: 14
year: '2023'
...
---
_id: '45875'
author:
- first_name: Thorsten
  full_name: Götte, Thorsten
  id: '34727'
  last_name: Götte
- first_name: Till
  full_name: Knollmann, Till
  id: '39241'
  last_name: Knollmann
  orcid: 0000-0003-2014-4696
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  id: '15523'
  last_name: Meyer auf der Heide
- first_name: Christian
  full_name: Scheideler, Christian
  id: '20792'
  last_name: Scheideler
- first_name: Julian
  full_name: Werthmann, Julian
  id: '50024'
  last_name: Werthmann
citation:
  ama: 'Götte T, Knollmann T, Meyer auf der Heide F, Scheideler C, Werthmann J. Capabilities
    and Limitations of Local Strategies in Dynamic Networks. In: Haake C-J, Meyer
    auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing
    -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:1--20.
    doi:<a href="https://doi.org/10.5281/zenodo.8060372">10.5281/zenodo.8060372</a>'
  apa: Götte, T., Knollmann, T., Meyer auf der Heide, F., Scheideler, C., &#38; Werthmann,
    J. (2023). Capabilities and Limitations of Local Strategies in Dynamic Networks.
    In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim
    (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>
    (Vol. 412, pp. 1--20). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8060372">https://doi.org/10.5281/zenodo.8060372</a>
  bibtex: '@inbook{Götte_Knollmann_Meyer auf der Heide_Scheideler_Werthmann_2023,
    place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
    title={Capabilities and Limitations of Local Strategies in Dynamic Networks},
    volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8060372">10.5281/zenodo.8060372</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Götte, Thorsten
    and Knollmann, Till and Meyer auf der Heide, Friedhelm and Scheideler, Christian
    and Werthmann, Julian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
    and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
    pages={1--20}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Götte, Thorsten, Till Knollmann, Friedhelm Meyer auf der Heide, Christian
    Scheideler, and Julian Werthmann. “Capabilities and Limitations of Local Strategies
    in Dynamic Networks.” In <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der
    Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:1--20. Verlagsschriftenreihe
    Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023. <a href="https://doi.org/10.5281/zenodo.8060372">https://doi.org/10.5281/zenodo.8060372</a>.'
  ieee: 'T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, and J. Werthmann,
    “Capabilities and Limitations of Local Strategies in Dynamic Networks,” in <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
    Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 1--20.'
  mla: Götte, Thorsten, et al. “Capabilities and Limitations of Local Strategies in
    Dynamic Networks.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic
    Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
    Universität Paderborn, 2023, pp. 1--20, doi:<a href="https://doi.org/10.5281/zenodo.8060372">10.5281/zenodo.8060372</a>.
  short: 'T. Götte, T. Knollmann, F. Meyer auf der Heide, C. Scheideler, J. Werthmann,
    in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim
    (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
    Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 1--20.'
date_created: 2023-07-07T06:21:38Z
date_updated: 2023-07-07T06:21:57Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8060372
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: ups
  date_created: 2023-07-07T06:20:43Z
  date_updated: 2023-07-07T06:20:43Z
  file_id: '45876'
  file_name: A1-Chapter-SFB-Buch-Final.pdf
  file_size: 543715
  relation: main_file
file_date_updated: 2023-07-07T06:20:43Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 1--20
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '2'
  name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '5'
  grant_number: '160364472'
  name: 'SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen
    Netzen (Subproject A1)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Capabilities and Limitations of Local Strategies in Dynamic Networks
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45895'
author:
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Marten
  full_name: Maack, Marten
  id: '88252'
  last_name: Maack
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  id: '15523'
  last_name: Meyer auf der Heide
- first_name: Simon
  full_name: Pukrop, Simon
  id: '44428'
  last_name: Pukrop
- first_name: Adrian
  full_name: Redder, Adrian
  id: '52265'
  last_name: Redder
  orcid: https://orcid.org/0000-0001-7391-4688
citation:
  ama: 'Karl H, Maack M, Meyer auf der Heide F, Pukrop S, Redder A. On-The-Fly Compute
    Centers II: Execution of Composed Services in Configurable Compute Centers. In:
    Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:183-202.
    doi:<a href="https://doi.org/10.5281/zenodo.8068664">10.5281/zenodo.8068664</a>'
  apa: 'Karl, H., Maack, M., Meyer auf der Heide, F., Pukrop, S., &#38; Redder, A.
    (2023). On-The-Fly Compute Centers II: Execution of Composed Services in Configurable
    Compute Centers. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
    &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services
    in dynamic markets</i> (Vol. 412, pp. 183–202). Heinz Nixdorf Institut, Universität
    Paderborn. <a href="https://doi.org/10.5281/zenodo.8068664">https://doi.org/10.5281/zenodo.8068664</a>'
  bibtex: '@inbook{Karl_Maack_Meyer auf der Heide_Pukrop_Redder_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly
    Compute Centers II: Execution of Composed Services in Configurable Compute Centers},
    volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068664">10.5281/zenodo.8068664</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Karl, Holger
    and Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon and Redder,
    Adrian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner,
    Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={183–202},
    collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }'
  chicago: 'Karl, Holger, Marten Maack, Friedhelm Meyer auf der Heide, Simon Pukrop,
    and Adrian Redder. “On-The-Fly Compute Centers II: Execution of Composed Services
    in Configurable Compute Centers.” In <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer
    auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:183–202.
    Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut,
    Universität Paderborn, 2023. <a href="https://doi.org/10.5281/zenodo.8068664">https://doi.org/10.5281/zenodo.8068664</a>.'
  ieee: 'H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, and A. Redder, “On-The-Fly
    Compute Centers II: Execution of Composed Services in Configurable Compute Centers,”
    in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>,
    vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and
    H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023,
    pp. 183–202.'
  mla: 'Karl, Holger, et al. “On-The-Fly Compute Centers II: Execution of Composed
    Services in Configurable Compute Centers.” <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol.
    412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 183–202, doi:<a
    href="https://doi.org/10.5281/zenodo.8068664">10.5281/zenodo.8068664</a>.'
  short: 'H. Karl, M. Maack, F. Meyer auf der Heide, S. Pukrop, A. Redder, in: C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
    On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
    Institut, Universität Paderborn, Paderborn, 2023, pp. 183–202.'
date_created: 2023-07-07T08:24:28Z
date_updated: 2023-07-07T11:16:53Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068664
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T08:24:20Z
  date_updated: 2023-07-07T11:16:52Z
  file_id: '45896'
  file_name: C4-Chapter-SFB-Buch-Final.pdf
  file_size: 1803186
  relation: main_file
file_date_updated: 2023-07-07T11:16:52Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 183-202
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '16'
  grant_number: '160364472'
  name: 'SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter
    Dienste in konfigurierbaren Rechenzentren (Subproject C4)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: 'On-The-Fly Compute Centers II: Execution of Composed Services in Configurable
  Compute Centers'
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45901'
author:
- first_name: Johannes
  full_name: Blömer, Johannes
  id: '23'
  last_name: Blömer
- first_name: Jan
  full_name: Bobolz, Jan
  id: '27207'
  last_name: Bobolz
- first_name: Fabian
  full_name: Eidens, Fabian
  id: '25078'
  last_name: Eidens
- first_name: Tibor
  full_name: Jager, Tibor
  id: '64669'
  last_name: Jager
- first_name: Paul
  full_name: Kramer, Paul
  id: '64594'
  last_name: Kramer
citation:
  ama: 'Blömer J, Bobolz J, Eidens F, Jager T, Kramer P. Practical Cryptograhic Techniques
    for Secure and Privacy-Preserving Customer Loyalty Systems. In: Haake C-J, Meyer
    auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing
    -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:237-246.
    doi:<a href="https://doi.org/10.5281/zenodo.8068755">10.5281/zenodo.8068755</a>'
  apa: Blömer, J., Bobolz, J., Eidens, F., Jager, T., &#38; Kramer, P. (2023). Practical
    Cryptograhic Techniques for Secure and Privacy-Preserving Customer Loyalty Systems.
    In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim
    (Eds.), <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>
    (Vol. 412, pp. 237–246). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068755">https://doi.org/10.5281/zenodo.8068755</a>
  bibtex: '@inbook{Blömer_Bobolz_Eidens_Jager_Kramer_2023, place={Paderborn}, series={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts}, title={Practical Cryptograhic Techniques for Secure
    and Privacy-Preserving Customer Loyalty Systems}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068755">10.5281/zenodo.8068755</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Blömer, Johannes
    and Bobolz, Jan and Eidens, Fabian and Jager, Tibor and Kramer, Paul}, editor={Haake,
    Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth,
    Henning and Wehrheim, Heike}, year={2023}, pages={237–246}, collection={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts} }'
  chicago: 'Blömer, Johannes, Jan Bobolz, Fabian Eidens, Tibor Jager, and Paul Kramer.
    “Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer
    Loyalty Systems.” In <i>On-The-Fly Computing -- Individualized IT-Services in
    Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide,
    Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:237–46. Verlagsschriftenreihe
    Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023. <a href="https://doi.org/10.5281/zenodo.8068755">https://doi.org/10.5281/zenodo.8068755</a>.'
  ieee: 'J. Blömer, J. Bobolz, F. Eidens, T. Jager, and P. Kramer, “Practical Cryptograhic
    Techniques for Secure and Privacy-Preserving Customer Loyalty Systems,” in <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
    Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–246.'
  mla: Blömer, Johannes, et al. “Practical Cryptograhic Techniques for Secure and
    Privacy-Preserving Customer Loyalty Systems.” <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol.
    412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–46, doi:<a href="https://doi.org/10.5281/zenodo.8068755">10.5281/zenodo.8068755</a>.
  short: 'J. Blömer, J. Bobolz, F. Eidens, T. Jager, P. Kramer, in: C.-J. Haake, F.
    Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut,
    Universität Paderborn, Paderborn, 2023, pp. 237–246.'
date_created: 2023-07-07T08:41:44Z
date_updated: 2023-07-07T11:13:37Z
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  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
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  creator: florida
  date_created: 2023-07-07T08:41:35Z
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  file_id: '45902'
  file_name: T2-Chapter-SFB-Buch-Final.pdf
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publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Practical Cryptograhic Techniques for Secure and Privacy-Preserving Customer
  Loyalty Systems
type: book_chapter
user_id: '477'
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...
---
_id: '45897'
author:
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
- first_name: Christian
  full_name: Vorbohle, Christian
  id: '29951'
  last_name: Vorbohle
- first_name: Dennis
  full_name: Kundisch, Dennis
  id: '21117'
  last_name: Kundisch
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
- first_name: Nacy V.
  full_name: Wünderlich, Nacy V.
  last_name: Wünderlich
citation:
  ama: 'Gottschalk S, Vorbohle C, Kundisch D, Engels G, Wünderlich NV. Architectural
    Management of OTF Computing Markets. In: Haake C-J, Meyer auf der Heide F, Platzner
    M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
    Heinz Nixdorf Institut, Universität Paderborn; 2023:203-224. doi:<a href="https://doi.org/10.5281/zenodo.8068691">10.5281/zenodo.8068691</a>'
  apa: Gottschalk, S., Vorbohle, C., Kundisch, D., Engels, G., &#38; Wünderlich, N.
    V. (2023). Architectural Management of OTF Computing Markets. In C.-J. Haake,
    F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp.
    203–224). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068691">https://doi.org/10.5281/zenodo.8068691</a>
  bibtex: '@inbook{Gottschalk_Vorbohle_Kundisch_Engels_Wünderlich_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Architectural
    Management of OTF Computing Markets}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068691">10.5281/zenodo.8068691</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Gottschalk,
    Sebastian and Vorbohle, Christian and Kundisch, Dennis and Engels, Gregor and
    Wünderlich, Nacy V.}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
    and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
    pages={203–224}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Gottschalk, Sebastian, Christian Vorbohle, Dennis Kundisch, Gregor Engels,
    and Nacy V. Wünderlich. “Architectural Management of OTF Computing Markets.” In
    <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>,
    edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
    Wachsmuth, and Heike Wehrheim, 412:203–24. Verlagsschriftenreihe Des Heinz Nixdorf
    Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a
    href="https://doi.org/10.5281/zenodo.8068691">https://doi.org/10.5281/zenodo.8068691</a>.'
  ieee: 'S. Gottschalk, C. Vorbohle, D. Kundisch, G. Engels, and N. V. Wünderlich,
    “Architectural Management of OTF Computing Markets,” in <i>On-The-Fly Computing
    -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F.
    Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn:
    Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 203–224.'
  mla: Gottschalk, Sebastian, et al. “Architectural Management of OTF Computing Markets.”
    <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>,
    edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität
    Paderborn, 2023, pp. 203–24, doi:<a href="https://doi.org/10.5281/zenodo.8068691">10.5281/zenodo.8068691</a>.
  short: 'S. Gottschalk, C. Vorbohle, D. Kundisch, G. Engels, N.V. Wünderlich, in:
    C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
    On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
    Institut, Universität Paderborn, Paderborn, 2023, pp. 203–224.'
date_created: 2023-07-07T08:30:05Z
date_updated: 2023-07-07T11:15:58Z
ddc:
- '004'
department:
- _id: '7'
- _id: '19'
doi: 10.5281/zenodo.8068691
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
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  creator: florida
  date_created: 2023-07-07T08:29:55Z
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  file_id: '45898'
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oa: '1'
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place: Paderborn
project:
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  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Architectural Management of OTF Computing Markets
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45891'
author:
- first_name: Johannes
  full_name: Blömer, Johannes
  id: '23'
  last_name: Blömer
- first_name: Fabian
  full_name: Eidens, Fabian
  id: '25078'
  last_name: Eidens
- first_name: Tibor
  full_name: Jager, Tibor
  id: '64669'
  last_name: Jager
- first_name: David
  full_name: Niehues, David
  id: '36113'
  last_name: Niehues
- first_name: Christian
  full_name: Scheideler, Christian
  id: '20792'
  last_name: Scheideler
citation:
  ama: 'Blömer J, Eidens F, Jager T, Niehues D, Scheideler C. Robustness and Security.
    In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds.
    <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>.
    Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut,
    Universität Paderborn; 2023:145-164. doi:<a href="https://doi.org/10.5281/zenodo.8068629">10.5281/zenodo.8068629</a>'
  apa: Blömer, J., Eidens, F., Jager, T., Niehues, D., &#38; Scheideler, C. (2023).
    Robustness and Security. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner,
    H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized
    IT-services in dynamic markets</i> (Vol. 412, pp. 145–164). Heinz Nixdorf Institut,
    Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068629">https://doi.org/10.5281/zenodo.8068629</a>
  bibtex: '@inbook{Blömer_Eidens_Jager_Niehues_Scheideler_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Robustness
    and Security}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068629">10.5281/zenodo.8068629</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Blömer, Johannes
    and Eidens, Fabian and Jager, Tibor and Niehues, David and Scheideler, Christian},
    editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco
    and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={145–164}, collection={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts} }'
  chicago: 'Blömer, Johannes, Fabian Eidens, Tibor Jager, David Niehues, and Christian
    Scheideler. “Robustness and Security.” In <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer
    auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:145–64.
    Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut,
    Universität Paderborn, 2023. <a href="https://doi.org/10.5281/zenodo.8068629">https://doi.org/10.5281/zenodo.8068629</a>.'
  ieee: 'J. Blömer, F. Eidens, T. Jager, D. Niehues, and C. Scheideler, “Robustness
    and Security,” in <i>On-The-Fly Computing -- Individualized IT-services in dynamic
    markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
    and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023, pp. 145–164.'
  mla: Blömer, Johannes, et al. “Robustness and Security.” <i>On-The-Fly Computing
    -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake
    et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 145–64,
    doi:<a href="https://doi.org/10.5281/zenodo.8068629">10.5281/zenodo.8068629</a>.
  short: 'J. Blömer, F. Eidens, T. Jager, D. Niehues, C. Scheideler, in: C.-J. Haake,
    F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut,
    Universität Paderborn, Paderborn, 2023, pp. 145–164.'
date_created: 2023-07-07T08:08:47Z
date_updated: 2023-07-07T11:18:21Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068629
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
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  creator: florida
  date_created: 2023-07-07T08:08:37Z
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  file_id: '45892'
  file_name: C1-Chapter-SFB-Buch-Final.pdf
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file_date_updated: 2023-07-07T11:18:21Z
has_accepted_license: '1'
intvolume: '       412'
language:
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oa: '1'
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place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '13'
  name: 'SFB 901 - C1: SFB 901 - Subproject C1'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Robustness and Security
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45882'
author:
- first_name: Frederik Simon
  full_name: Bäumer, Frederik Simon
  id: '38837'
  last_name: Bäumer
- first_name: Wei-Fan
  full_name: Chen, Wei-Fan
  id: '82920'
  last_name: Chen
- first_name: Michaela
  full_name: Geierhos, Michaela
  id: '42496'
  last_name: Geierhos
  orcid: 0000-0002-8180-5606
- first_name: Joschka
  full_name: Kersting, Joschka
  id: '58701'
  last_name: Kersting
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
citation:
  ama: 'Bäumer FS, Chen W-F, Geierhos M, Kersting J, Wachsmuth H. Dialogue-based Requirement
    Compensation and Style-adjusted Data-to-text Generation. In: Haake C-J, Meyer
    auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing
    -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:65-84.
    doi:<a href="https://doi.org/10.5281/zenodo.8068456">10.5281/zenodo.8068456</a>'
  apa: Bäumer, F. S., Chen, W.-F., Geierhos, M., Kersting, J., &#38; Wachsmuth, H.
    (2023). Dialogue-based Requirement Compensation and Style-adjusted Data-to-text
    Generation. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
    &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services
    in dynamic markets</i> (Vol. 412, pp. 65–84). Heinz Nixdorf Institut, Universität
    Paderborn. <a href="https://doi.org/10.5281/zenodo.8068456">https://doi.org/10.5281/zenodo.8068456</a>
  bibtex: '@inbook{Bäumer_Chen_Geierhos_Kersting_Wachsmuth_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Dialogue-based
    Requirement Compensation and Style-adjusted Data-to-text Generation}, volume={412},
    DOI={<a href="https://doi.org/10.5281/zenodo.8068456">10.5281/zenodo.8068456</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Bäumer, Frederik
    Simon and Chen, Wei-Fan and Geierhos, Michaela and Kersting, Joschka and Wachsmuth,
    Henning}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner,
    Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023}, pages={65–84},
    collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }'
  chicago: 'Bäumer, Frederik Simon, Wei-Fan Chen, Michaela Geierhos, Joschka Kersting,
    and Henning Wachsmuth. “Dialogue-Based Requirement Compensation and Style-Adjusted
    Data-to-Text Generation.” In <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der
    Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:65–84. Verlagsschriftenreihe
    Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023. <a href="https://doi.org/10.5281/zenodo.8068456">https://doi.org/10.5281/zenodo.8068456</a>.'
  ieee: 'F. S. Bäumer, W.-F. Chen, M. Geierhos, J. Kersting, and H. Wachsmuth, “Dialogue-based
    Requirement Compensation and Style-adjusted Data-to-text Generation,” in <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
    Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 65–84.'
  mla: Bäumer, Frederik Simon, et al. “Dialogue-Based Requirement Compensation and
    Style-Adjusted Data-to-Text Generation.” <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake et al., vol.
    412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 65–84, doi:<a href="https://doi.org/10.5281/zenodo.8068456">10.5281/zenodo.8068456</a>.
  short: 'F.S. Bäumer, W.-F. Chen, M. Geierhos, J. Kersting, H. Wachsmuth, in: C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
    On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
    Institut, Universität Paderborn, Paderborn, 2023, pp. 65–84.'
date_created: 2023-07-07T07:29:13Z
date_updated: 2023-07-07T11:20:52Z
ddc:
- '004'
department:
- _id: '7'
- _id: '369'
doi: 10.5281/zenodo.8068456
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
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  creator: florida
  date_created: 2023-07-07T07:28:58Z
  date_updated: 2023-07-07T11:20:52Z
  file_id: '45883'
  file_name: B1-Chapter-SFB-Buch-Final.pdf
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file_date_updated: 2023-07-07T11:20:52Z
has_accepted_license: '1'
intvolume: '       412'
language:
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oa: '1'
page: 65-84
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '9'
  grant_number: '160364472'
  name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
    B1)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Dialogue-based Requirement Compensation and Style-adjusted Data-to-text Generation
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45884'
author:
- first_name: Jonas Manuel
  full_name: Hanselle, Jonas Manuel
  id: '43980'
  last_name: Hanselle
  orcid: 0000-0002-1231-4985
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
- first_name: Mohamed
  full_name: Sherif, Mohamed
  id: '67234'
  last_name: Sherif
  orcid: https://orcid.org/0000-0002-9927-2203
- first_name: Alexander
  full_name: Tornede, Alexander
  id: '38209'
  last_name: Tornede
- first_name: Marcel Dominik
  full_name: Wever, Marcel Dominik
  id: '33176'
  last_name: Wever
  orcid: ' https://orcid.org/0000-0001-9782-6818'
citation:
  ama: 'Hanselle JM, Hüllermeier E, Mohr F, et al. Configuration and Evaluation. In:
    Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:85-104.
    doi:<a href="https://doi.org/10.5281/zenodo.8068466">10.5281/zenodo.8068466</a>'
  apa: Hanselle, J. M., Hüllermeier, E., Mohr, F., Ngonga Ngomo, A.-C., Sherif, M.,
    Tornede, A., &#38; Wever, M. D. (2023). Configuration and Evaluation. In C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.),
    <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i> (Vol.
    412, pp. 85–104). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068466">https://doi.org/10.5281/zenodo.8068466</a>
  bibtex: '@inbook{Hanselle_Hüllermeier_Mohr_Ngonga Ngomo_Sherif_Tornede_Wever_2023,
    place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
    title={Configuration and Evaluation}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068466">10.5281/zenodo.8068466</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hanselle, Jonas
    Manuel and Hüllermeier, Eyke and Mohr, Felix and Ngonga Ngomo, Axel-Cyrille and
    Sherif, Mohamed and Tornede, Alexander and Wever, Marcel Dominik}, editor={Haake,
    Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth,
    Henning and Wehrheim, Heike}, year={2023}, pages={85–104}, collection={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts} }'
  chicago: 'Hanselle, Jonas Manuel, Eyke Hüllermeier, Felix Mohr, Axel-Cyrille Ngonga
    Ngomo, Mohamed Sherif, Alexander Tornede, and Marcel Dominik Wever. “Configuration
    and Evaluation.” In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic
    Markets</i>, edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco
    Platzner, Henning Wachsmuth, and Heike Wehrheim, 412:85–104. Verlagsschriftenreihe
    Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023. <a href="https://doi.org/10.5281/zenodo.8068466">https://doi.org/10.5281/zenodo.8068466</a>.'
  ieee: 'J. M. Hanselle <i>et al.</i>, “Configuration and Evaluation,” in <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J.
    Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds.
    Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 85–104.'
  mla: Hanselle, Jonas Manuel, et al. “Configuration and Evaluation.” <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen
    Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
    85–104, doi:<a href="https://doi.org/10.5281/zenodo.8068466">10.5281/zenodo.8068466</a>.
  short: 'J.M. Hanselle, E. Hüllermeier, F. Mohr, A.-C. Ngonga Ngomo, M. Sherif, A.
    Tornede, M.D. Wever, in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H.
    Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn, Paderborn,
    2023, pp. 85–104.'
date_created: 2023-07-07T07:50:53Z
date_updated: 2023-07-07T11:20:12Z
ddc:
- '040'
department:
- _id: '7'
doi: 10.5281/zenodo.8068466
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T07:50:34Z
  date_updated: 2023-07-07T11:20:11Z
  file_id: '45885'
  file_name: B2-Chapter-SFB-Buch-Final.pdf
  file_size: 895091
  relation: main_file
file_date_updated: 2023-07-07T11:20:11Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 85-104
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  grant_number: '160364472'
  name: 'SFB 901 - B2: Konfiguration und Bewertung (B02)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Configuration and Evaluation
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45878'
author:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  id: '20801'
  last_name: Haake
- first_name: Burkhard
  full_name: Hehenkamp, Burkhard
  id: '37339'
  last_name: Hehenkamp
- first_name: Gleb
  full_name: Polevoy, Gleb
  id: '83983'
  last_name: Polevoy
citation:
  ama: 'Haake C-J, Hehenkamp B, Polevoy G. The Market for Services: Incentives, Algorithms,
    Implementation. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H,
    Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic
    Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz
    Nixdorf Institut, Universität Paderborn; 2023:21-44. doi:<a href="https://doi.org/10.5281/zenodo.8068414">10.5281/zenodo.8068414</a>'
  apa: 'Haake, C.-J., Hehenkamp, B., &#38; Polevoy, G. (2023). The Market for Services:
    Incentives, Algorithms, Implementation. In C.-J. Haake, F. Meyer auf der Heide,
    M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing --
    Individualized IT-services in dynamic markets</i> (Vol. 412, pp. 21–44). Heinz
    Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068414">https://doi.org/10.5281/zenodo.8068414</a>'
  bibtex: '@inbook{Haake_Hehenkamp_Polevoy_2023, place={Paderborn}, series={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts}, title={The Market for Services: Incentives, Algorithms,
    Implementation}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068414">10.5281/zenodo.8068414</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Haake, Claus-Jochen
    and Hehenkamp, Burkhard and Polevoy, Gleb}, editor={Haake, Claus-Jochen and Meyer
    auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim,
    Heike}, year={2023}, pages={21–44}, collection={Verlagsschriftenreihe des Heinz
    Nixdorf Instituts} }'
  chicago: 'Haake, Claus-Jochen, Burkhard Hehenkamp, and Gleb Polevoy. “The Market
    for Services: Incentives, Algorithms, Implementation.” In <i>On-The-Fly Computing
    -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake,
    Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim,
    412:21–44. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz
    Nixdorf Institut, Universität Paderborn, 2023. <a href="https://doi.org/10.5281/zenodo.8068414">https://doi.org/10.5281/zenodo.8068414</a>.'
  ieee: 'C.-J. Haake, B. Hehenkamp, and G. Polevoy, “The Market for Services: Incentives,
    Algorithms, Implementation,” in <i>On-The-Fly Computing -- Individualized IT-services
    in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner,
    H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität
    Paderborn, 2023, pp. 21–44.'
  mla: 'Haake, Claus-Jochen, et al. “The Market for Services: Incentives, Algorithms,
    Implementation.” <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic
    Markets</i>, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
    Universität Paderborn, 2023, pp. 21–44, doi:<a href="https://doi.org/10.5281/zenodo.8068414">10.5281/zenodo.8068414</a>.'
  short: 'C.-J. Haake, B. Hehenkamp, G. Polevoy, in: C.-J. Haake, F. Meyer auf der
    Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing --
    Individualized IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität
    Paderborn, Paderborn, 2023, pp. 21–44.'
date_created: 2023-07-07T07:02:44Z
date_updated: 2023-07-07T11:23:08Z
ddc:
- '004'
department:
- _id: '7'
- _id: '19'
doi: 10.5281/zenodo.8068414
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T06:59:23Z
  date_updated: 2023-07-07T11:23:07Z
  file_id: '45879'
  file_name: A3-Chapter-SFB-Buch-Final.pdf
  file_size: 1116173
  relation: main_file
file_date_updated: 2023-07-07T11:23:07Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 21-44
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '2'
  name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '7'
  grant_number: '160364472'
  name: 'SFB 901 - A3: SFB 901 - Der Markt für Services: Anreize, Algorithmen, Implementation
    (Subproject A3)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: 'The Market for Services: Incentives, Algorithms, Implementation'
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45886'
author:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Steffen
  full_name: Becker, Steffen
  last_name: Becker
- first_name: Matthias
  full_name: Becker, Matthias
  last_name: Becker
- first_name: Cedric
  full_name: Richter, Cedric
  id: '50003'
  last_name: Richter
- first_name: Arnab
  full_name: Sharma, Arnab
  id: '67200'
  last_name: Sharma
citation:
  ama: 'Wehrheim H, Hüllermeier E, Becker S, Becker M, Richter C, Sharma A. Composition
    Analysis in Unknown Contexts. In: Haake C-J, Meyer auf der Heide F, Platzner M,
    Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
    Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:<a href="https://doi.org/10.5281/zenodo.8068510">10.5281/zenodo.8068510</a>'
  apa: Wehrheim, H., Hüllermeier, E., Becker, S., Becker, M., Richter, C., &#38; Sharma,
    A. (2023). Composition Analysis in Unknown Contexts. In C.-J. Haake, F. Meyer
    auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp.
    105–123). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068510">https://doi.org/10.5281/zenodo.8068510</a>
  bibtex: '@inbook{Wehrheim_Hüllermeier_Becker_Becker_Richter_Sharma_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Composition
    Analysis in Unknown Contexts}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068510">10.5281/zenodo.8068510</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike
    and Hüllermeier, Eyke and Becker, Steffen and Becker, Matthias and Richter, Cedric
    and Sharma, Arnab}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
    and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
    pages={105–123}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Wehrheim, Heike, Eyke Hüllermeier, Steffen Becker, Matthias Becker, Cedric
    Richter, and Arnab Sharma. “Composition Analysis in Unknown Contexts.” In <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen
    Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike
    Wehrheim, 412:105–23. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn:
    Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href="https://doi.org/10.5281/zenodo.8068510">https://doi.org/10.5281/zenodo.8068510</a>.'
  ieee: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma,
    “Composition Analysis in Unknown Contexts,” in <i>On-The-Fly Computing -- Individualized
    IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F. Meyer auf der Heide,
    M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut,
    Universität Paderborn, 2023, pp. 105–123.'
  mla: Wehrheim, Heike, et al. “Composition Analysis in Unknown Contexts.” <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen
    Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
    105–23, doi:<a href="https://doi.org/10.5281/zenodo.8068510">10.5281/zenodo.8068510</a>.
  short: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, A. Sharma,
    in: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim
    (Eds.), On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
    Heinz Nixdorf Institut, Universität Paderborn, Paderborn, 2023, pp. 105–123.'
date_created: 2023-07-07T07:56:08Z
date_updated: 2023-07-07T11:19:40Z
ddc:
- '004'
department:
- _id: '7'
doi: 10.5281/zenodo.8068510
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T07:55:57Z
  date_updated: 2023-07-07T11:19:40Z
  file_id: '45887'
  file_name: B3-Chapter-SFB-Buch-Final.pdf
  file_size: 370888
  relation: main_file
file_date_updated: 2023-07-07T11:19:40Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 105-123
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '11'
  name: 'SFB 901 - B3: SFB 901 - Subproject B3'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Composition Analysis in Unknown Contexts
type: book_chapter
user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45911'
abstract:
- lang: eng
  text: "Label noise poses an important challenge in machine learning, especially
    in\r\ndeep learning, in which large models with high expressive power dominate
    the\r\nfield. Models of that kind are prone to memorizing incorrect labels, thereby\r\nharming
    generalization performance. Many methods have been proposed to address\r\nthis
    problem, including robust loss functions and more complex label correction\r\napproaches.
    Robust loss functions are appealing due to their simplicity, but\r\ntypically
    lack flexibility, while label correction usually adds substantial\r\ncomplexity
    to the training setup. In this paper, we suggest to address the\r\nshortcomings
    of both methodologies by \"ambiguating\" the target information,\r\nadding additional,
    complementary candidate labels in case the learner is not\r\nsufficiently convinced
    of the observed training label. More precisely, we\r\nleverage the framework of
    so-called superset learning to construct set-valued\r\ntargets based on a confidence
    threshold, which deliver imprecise yet more\r\nreliable beliefs about the ground-truth,
    effectively helping the learner to\r\nsuppress the memorization effect. In an
    extensive empirical evaluation, our\r\nmethod demonstrates favorable learning
    behavior on synthetic and real-world\r\nnoise, confirming the effectiveness in
    detecting and correcting erroneous\r\ntraining labels."
author:
- first_name: Julian
  full_name: Lienen, Julian
  id: '44040'
  last_name: Lienen
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Lienen J, Hüllermeier E. Mitigating Label Noise through Data Ambiguation. <i>arXiv:230513764</i>.
    Published online 2023.
  apa: Lienen, J., &#38; Hüllermeier, E. (2023). Mitigating Label Noise through Data
    Ambiguation. In <i>arXiv:2305.13764</i>.
  bibtex: '@article{Lienen_Hüllermeier_2023, title={Mitigating Label Noise through
    Data Ambiguation}, journal={arXiv:2305.13764}, author={Lienen, Julian and Hüllermeier,
    Eyke}, year={2023} }'
  chicago: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
    Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.
  ieee: J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,”
    <i>arXiv:2305.13764</i>. 2023.
  mla: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
    Ambiguation.” <i>ArXiv:2305.13764</i>, 2023.
  short: J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).
date_created: 2023-07-09T11:25:48Z
date_updated: 2023-07-09T11:26:21Z
external_id:
  arxiv:
  - '2305.13764'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2305.13764
oa: '1'
publication: arXiv:2305.13764
status: public
title: Mitigating Label Noise through Data Ambiguation
type: preprint
user_id: '44040'
year: '2023'
...
---
_id: '45880'
author:
- first_name: Alina
  full_name: Elrich, Alina
  id: '28948'
  last_name: Elrich
- first_name: Daniel
  full_name: Kaimann, Daniel
  id: '18949'
  last_name: Kaimann
- first_name: René
  full_name: Fahr, René
  id: '111'
  last_name: Fahr
- first_name: Dennis
  full_name: Kundisch, Dennis
  id: '21117'
  last_name: Kundisch
- first_name: Behnud
  full_name: Mir Djawadi, Behnud
  id: '26032'
  last_name: Mir Djawadi
  orcid: 0000-0002-6271-5912
- first_name: Michelle
  full_name: Müller, Michelle
  id: '50286'
  last_name: Müller
- first_name: Martin
  full_name: Poniatowski, Martin
  id: '32441'
  last_name: Poniatowski
- first_name: Sabrina
  full_name: Schäfers, Sabrina
  id: '38794'
  last_name: Schäfers
- first_name: Bernd
  full_name: Frick, Bernd
  id: '16019'
  last_name: Frick
citation:
  ama: 'Elrich A, Kaimann D, Fahr R, et al. Empirical Analysis in Markets for OTF
    Services. In: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim
    H, eds. <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>.
    Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut,
    Universität Paderborn; 2023:45-64. doi:<a href="https://doi.org/10.5281/zenodo.8068430">10.5281/zenodo.8068430</a>'
  apa: Elrich, A., Kaimann, D., Fahr, R., Kundisch, D., Mir Djawadi, B., Müller, M.,
    Poniatowski, M., Schäfers, S., &#38; Frick, B. (2023). Empirical Analysis in Markets
    for OTF Services. In C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth,
    &#38; H. Wehrheim (Eds.), <i>On-The-Fly Computing -- Individualized IT-services
    in dynamic markets</i> (Vol. 412, pp. 45–64). Heinz Nixdorf Institut, Universität
    Paderborn. <a href="https://doi.org/10.5281/zenodo.8068430">https://doi.org/10.5281/zenodo.8068430</a>
  bibtex: '@inbook{Elrich_Kaimann_Fahr_Kundisch_Mir Djawadi_Müller_Poniatowski_Schäfers_Frick_2023,
    place={Paderborn}, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
    title={Empirical Analysis in Markets for OTF Services}, volume={412}, DOI={<a
    href="https://doi.org/10.5281/zenodo.8068430">10.5281/zenodo.8068430</a>}, booktitle={On-The-Fly
    Computing -- Individualized IT-services in dynamic markets}, publisher={Heinz
    Nixdorf Institut, Universität Paderborn}, author={Elrich, Alina and Kaimann, Daniel
    and Fahr, René and Kundisch, Dennis and Mir Djawadi, Behnud and Müller, Michelle
    and Poniatowski, Martin and Schäfers, Sabrina and Frick, Bernd}, editor={Haake,
    Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth,
    Henning and Wehrheim, Heike}, year={2023}, pages={45–64}, collection={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts} }'
  chicago: 'Elrich, Alina, Daniel Kaimann, René Fahr, Dennis Kundisch, Behnud Mir
    Djawadi, Michelle Müller, Martin Poniatowski, Sabrina Schäfers, and Bernd Frick.
    “Empirical Analysis in Markets for OTF Services.” In <i>On-The-Fly Computing --
    Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen Haake,
    Friedhelm Meyer auf der Heide, Marco Platzner, Henning Wachsmuth, and Heike Wehrheim,
    412:45–64. Verlagsschriftenreihe Des Heinz Nixdorf Instituts. Paderborn: Heinz
    Nixdorf Institut, Universität Paderborn, 2023. <a href="https://doi.org/10.5281/zenodo.8068430">https://doi.org/10.5281/zenodo.8068430</a>.'
  ieee: 'A. Elrich <i>et al.</i>, “Empirical Analysis in Markets for OTF Services,”
    in <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>,
    vol. 412, C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and
    H. Wehrheim, Eds. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023,
    pp. 45–64.'
  mla: Elrich, Alina, et al. “Empirical Analysis in Markets for OTF Services.” <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>, edited by Claus-Jochen
    Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
    45–64, doi:<a href="https://doi.org/10.5281/zenodo.8068430">10.5281/zenodo.8068430</a>.
  short: 'A. Elrich, D. Kaimann, R. Fahr, D. Kundisch, B. Mir Djawadi, M. Müller,
    M. Poniatowski, S. Schäfers, B. Frick, in: C.-J. Haake, F. Meyer auf der Heide,
    M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets, Heinz Nixdorf Institut, Universität Paderborn,
    Paderborn, 2023, pp. 45–64.'
date_created: 2023-07-07T07:15:06Z
date_updated: 2023-07-12T07:25:55Z
ddc:
- '004'
department:
- _id: '19'
doi: 10.5281/zenodo.8068430
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T07:14:49Z
  date_updated: 2023-07-07T11:22:39Z
  file_id: '45881'
  file_name: A4-Chapter-SFB-Buch-Final.pdf
  file_size: 513106
  relation: main_file
file_date_updated: 2023-07-07T11:22:39Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 45-64
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '2'
  name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '8'
  grant_number: '160364472'
  name: 'SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen
    (Subproject A4)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: Empirical Analysis in Markets for OTF Services
type: book_chapter
user_id: '15504'
volume: 412
year: '2023'
...
---
_id: '45816'
article_number: '103832'
author:
- first_name: Peter
  full_name: Dieter, Peter
  id: '88592'
  last_name: Dieter
- first_name: Miriam
  full_name: Stumpe, Miriam
  id: '64135'
  last_name: Stumpe
- first_name: Marlin Wolf
  full_name: Ulmer, Marlin Wolf
  last_name: Ulmer
- first_name: Guido
  full_name: Schryen, Guido
  id: '72850'
  last_name: Schryen
citation:
  ama: Dieter P, Stumpe M, Ulmer MW, Schryen G. Anticipatory Assignment of Passengers
    to Meeting Points for Taxi-Ridesharing. <i>Transportation Research Part D</i>.
    2023;121.
  apa: Dieter, P., Stumpe, M., Ulmer, M. W., &#38; Schryen, G. (2023). Anticipatory
    Assignment of Passengers to Meeting Points for Taxi-Ridesharing. <i>Transportation
    Research Part D</i>, <i>121</i>, Article 103832.
  bibtex: '@article{Dieter_Stumpe_Ulmer_Schryen_2023, title={Anticipatory Assignment
    of Passengers to Meeting Points for Taxi-Ridesharing}, volume={121}, number={103832},
    journal={Transportation Research Part D}, author={Dieter, Peter and Stumpe, Miriam
    and Ulmer, Marlin Wolf and Schryen, Guido}, year={2023} }'
  chicago: Dieter, Peter, Miriam Stumpe, Marlin Wolf Ulmer, and Guido Schryen. “Anticipatory
    Assignment of Passengers to Meeting Points for Taxi-Ridesharing.” <i>Transportation
    Research Part D</i> 121 (2023).
  ieee: P. Dieter, M. Stumpe, M. W. Ulmer, and G. Schryen, “Anticipatory Assignment
    of Passengers to Meeting Points for Taxi-Ridesharing,” <i>Transportation Research
    Part D</i>, vol. 121, Art. no. 103832, 2023.
  mla: Dieter, Peter, et al. “Anticipatory Assignment of Passengers to Meeting Points
    for Taxi-Ridesharing.” <i>Transportation Research Part D</i>, vol. 121, 103832,
    2023.
  short: P. Dieter, M. Stumpe, M.W. Ulmer, G. Schryen, Transportation Research Part
    D 121 (2023).
date_created: 2023-06-30T09:40:40Z
date_updated: 2023-07-13T19:24:01Z
ddc:
- '000'
department:
- _id: '277'
file:
- access_level: open_access
  content_type: application/pdf
  creator: mateskam
  date_created: 2023-06-30T09:35:54Z
  date_updated: 2023-06-30T09:35:54Z
  file_id: '45817'
  file_name: Dynamic_TRS_with_meeting_points_Final.pdf
  file_size: 7635511
  relation: main_file
file_date_updated: 2023-06-30T09:35:54Z
has_accepted_license: '1'
intvolume: '       121'
language:
- iso: eng
oa: '1'
publication: Transportation Research Part D
status: public
title: Anticipatory Assignment of Passengers to Meeting Points for Taxi-Ridesharing
type: journal_article
user_id: '72850'
volume: 121
year: '2023'
...
---
_id: '46102'
author:
- first_name: Jonas
  full_name: Leineweber, Jonas
  id: '45701'
  last_name: Leineweber
  orcid: 0000-0001-8616-3051
citation:
  ama: 'Leineweber J. <i>Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum Erhalt
    des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum</i>. H-Soz-Kult;
    2023.'
  apa: 'Leineweber, J. (2023). <i>Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum
    Erhalt des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum</i>.
    H-Soz-Kult.'
  bibtex: '@book{Leineweber_2023, title={Tagungsbericht: 10/20 Jahre UNESCO-Konvention
    zum Erhalt des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum},
    publisher={H-Soz-Kult}, author={Leineweber, Jonas}, year={2023} }'
  chicago: 'Leineweber, Jonas. <i>Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum
    Erhalt des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum</i>.
    H-Soz-Kult, 2023.'
  ieee: 'J. Leineweber, <i>Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum Erhalt
    des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum</i>. H-Soz-Kult,
    2023.'
  mla: 'Leineweber, Jonas. <i>Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum Erhalt
    des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum</i>. H-Soz-Kult,
    2023.'
  short: 'J. Leineweber, Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum Erhalt
    des Immateriellen Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum, H-Soz-Kult,
    2023.'
date_created: 2023-07-20T09:24:25Z
date_updated: 2023-07-20T09:44:28Z
department:
- _id: '443'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: www.hsozkult.de/conferencereport/id/fdkn-137626
oa: '1'
publication_status: published
publisher: H-Soz-Kult
status: public
title: 'Tagungsbericht: 10/20 Jahre UNESCO-Konvention zum Erhalt des Immateriellen
  Kulturerbes – Auftaktveranstaltung zum Doppeljubiläum'
type: report
user_id: '45701'
year: '2023'
...
---
_id: '46154'
author:
- first_name: Thomas
  full_name: Janzen, Thomas
  id: '89329'
  last_name: Janzen
- first_name: Stephan
  full_name: Gabel, Stephan
  last_name: Gabel
- first_name: Martha
  full_name: Gampert, Martha
  last_name: Gampert
- first_name: Frauke
  full_name: Matz, Frauke
  last_name: Matz
- first_name: Julia
  full_name: Reckermann, Julia
  last_name: Reckermann
citation:
  ama: 'Janzen T, Gabel S, Gampert M, Matz F, Reckermann J. Das DigitELE Tutorial:
    Eine digitale Lernumgebung in der Englischdidaktik. In: Mrohs L, Hess M, Lindner
    K, Schlüter J, Overhage S, eds. <i>Digitalisierung in der Hochschullehre – Perspektiven
    und Gestaltungsoptionen</i>. University of Bamberg Press; 2023:151-154.'
  apa: 'Janzen, T., Gabel, S., Gampert, M., Matz, F., &#38; Reckermann, J. (2023).
    Das DigitELE Tutorial: Eine digitale Lernumgebung in der Englischdidaktik. In
    L. Mrohs, M. Hess, K. Lindner, J. Schlüter, &#38; S. Overhage (Eds.), <i>Digitalisierung
    in der Hochschullehre – Perspektiven und Gestaltungsoptionen</i> (pp. 151–154).
    University of Bamberg Press.'
  bibtex: '@inbook{Janzen_Gabel_Gampert_Matz_Reckermann_2023, place={Bamberg}, title={Das
    DigitELE Tutorial: Eine digitale Lernumgebung in der Englischdidaktik}, booktitle={Digitalisierung
    in der Hochschullehre – Perspektiven und Gestaltungsoptionen}, publisher={University
    of Bamberg Press}, author={Janzen, Thomas and Gabel, Stephan and Gampert, Martha
    and Matz, Frauke and Reckermann, Julia}, editor={Mrohs, Lorenz and Hess, Miriam
    and Lindner, Konstantin and Schlüter, Julia and Overhage, Sven}, year={2023},
    pages={151–154} }'
  chicago: 'Janzen, Thomas, Stephan Gabel, Martha Gampert, Frauke Matz, and Julia
    Reckermann. “Das DigitELE Tutorial: Eine digitale Lernumgebung in der Englischdidaktik.”
    In <i>Digitalisierung in der Hochschullehre – Perspektiven und Gestaltungsoptionen</i>,
    edited by Lorenz Mrohs, Miriam Hess, Konstantin Lindner, Julia Schlüter, and Sven
    Overhage, 151–54. Bamberg: University of Bamberg Press, 2023.'
  ieee: 'T. Janzen, S. Gabel, M. Gampert, F. Matz, and J. Reckermann, “Das DigitELE
    Tutorial: Eine digitale Lernumgebung in der Englischdidaktik,” in <i>Digitalisierung
    in der Hochschullehre – Perspektiven und Gestaltungsoptionen</i>, L. Mrohs, M.
    Hess, K. Lindner, J. Schlüter, and S. Overhage, Eds. Bamberg: University of Bamberg
    Press, 2023, pp. 151–154.'
  mla: 'Janzen, Thomas, et al. “Das DigitELE Tutorial: Eine digitale Lernumgebung
    in der Englischdidaktik.” <i>Digitalisierung in der Hochschullehre – Perspektiven
    und Gestaltungsoptionen</i>, edited by Lorenz Mrohs et al., University of Bamberg
    Press, 2023, pp. 151–54.'
  short: 'T. Janzen, S. Gabel, M. Gampert, F. Matz, J. Reckermann, in: L. Mrohs, M.
    Hess, K. Lindner, J. Schlüter, S. Overhage (Eds.), Digitalisierung in der Hochschullehre
    – Perspektiven und Gestaltungsoptionen, University of Bamberg Press, Bamberg,
    2023, pp. 151–154.'
date_created: 2023-07-26T07:43:00Z
date_updated: 2023-07-26T07:43:35Z
editor:
- first_name: Lorenz
  full_name: Mrohs, Lorenz
  last_name: Mrohs
- first_name: Miriam
  full_name: Hess, Miriam
  last_name: Hess
- first_name: Konstantin
  full_name: Lindner, Konstantin
  last_name: Lindner
- first_name: Julia
  full_name: Schlüter, Julia
  last_name: Schlüter
- first_name: Sven
  full_name: Overhage, Sven
  last_name: Overhage
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://fis.uni-bamberg.de/server/api/core/bitstreams/66b34f39-efd1-4755-9b4a-d528853441fd/content
oa: '1'
page: 151-154
place: Bamberg
publication: Digitalisierung in der Hochschullehre – Perspektiven und Gestaltungsoptionen
publication_identifier:
  unknown:
  - 978-3-86309-887-2
publisher: University of Bamberg Press
status: public
title: 'Das DigitELE Tutorial: Eine digitale Lernumgebung in der Englischdidaktik'
type: book_chapter
user_id: '89329'
year: '2023'
...
---
_id: '38041'
abstract:
- lang: eng
  text: "<jats:p>While FPGA accelerator boards and their respective high-level design
    tools are maturing, there is still a lack of multi-FPGA applications, libraries,
    and not least, benchmarks and reference implementations towards sustained HPC
    usage of these devices. As in the early days of GPUs in HPC, for workloads that
    can reasonably be decoupled into loosely coupled working sets, multi-accelerator
    support can be achieved by using standard communication interfaces like MPI on
    the host side. However, for performance and productivity, some applications can
    profit from a tighter coupling of the accelerators. FPGAs offer unique opportunities
    here when extending the dataflow characteristics to their communication interfaces.</jats:p>\r\n
    \         <jats:p>In this work, we extend the HPCC FPGA benchmark suite by multi-FPGA
    support and three missing benchmarks that particularly characterize or stress
    inter-device communication: b_eff, PTRANS, and LINPACK. With all benchmarks implemented
    for current boards with Intel and Xilinx FPGAs, we established a baseline for
    multi-FPGA performance. Additionally, for the communication-centric benchmarks,
    we explored the potential of direct FPGA-to-FPGA communication with a circuit-switched
    inter-FPGA network that is currently only available for one of the boards. The
    evaluation with parallel execution on up to 26 FPGA boards makes use of one of
    the largest academic FPGA installations.</jats:p>"
author:
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: Meyer M, Kenter T, Plessl C. Multi-FPGA Designs and Scaling of HPC Challenge
    Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks. <i>ACM Transactions
    on Reconfigurable Technology and Systems</i>. Published online 2023. doi:<a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>
  apa: Meyer, M., Kenter, T., &#38; Plessl, C. (2023). Multi-FPGA Designs and Scaling
    of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks.
    <i>ACM Transactions on Reconfigurable Technology and Systems</i>. <a href="https://doi.org/10.1145/3576200">https://doi.org/10.1145/3576200</a>
  bibtex: '@article{Meyer_Kenter_Plessl_2023, title={Multi-FPGA Designs and Scaling
    of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks},
    DOI={<a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>}, journal={ACM
    Transactions on Reconfigurable Technology and Systems}, publisher={Association
    for Computing Machinery (ACM)}, author={Meyer, Marius and Kenter, Tobias and Plessl,
    Christian}, year={2023} }'
  chicago: Meyer, Marius, Tobias Kenter, and Christian Plessl. “Multi-FPGA Designs
    and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA
    Networks.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>, 2023.
    <a href="https://doi.org/10.1145/3576200">https://doi.org/10.1145/3576200</a>.
  ieee: 'M. Meyer, T. Kenter, and C. Plessl, “Multi-FPGA Designs and Scaling of HPC
    Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks,” <i>ACM
    Transactions on Reconfigurable Technology and Systems</i>, 2023, doi: <a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>.'
  mla: Meyer, Marius, et al. “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks
    via MPI and Circuit-Switched Inter-FPGA Networks.” <i>ACM Transactions on Reconfigurable
    Technology and Systems</i>, Association for Computing Machinery (ACM), 2023, doi:<a
    href="https://doi.org/10.1145/3576200">10.1145/3576200</a>.
  short: M. Meyer, T. Kenter, C. Plessl, ACM Transactions on Reconfigurable Technology
    and Systems (2023).
date_created: 2023-01-23T08:40:42Z
date_updated: 2023-07-28T08:02:05Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3576200
keyword:
- General Computer Science
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/10.1145/3576200
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901'
- _id: '14'
  grant_number: '160364472'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
publication: ACM Transactions on Reconfigurable Technology and Systems
publication_identifier:
  issn:
  - 1936-7406
  - 1936-7414
publication_status: published
publisher: Association for Computing Machinery (ACM)
quality_controlled: '1'
status: public
title: Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched
  Inter-FPGA Networks
type: journal_article
user_id: '24135'
year: '2023'
...
---
_id: '46243'
author:
- first_name: Caglar
  full_name: Demir, Caglar
  id: '43817'
  last_name: Demir
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  last_name: Ngonga Ngomo
citation:
  ama: Demir C, Ngonga Ngomo A-C. Clifford Embeddings – A Generalized Approach for
    Embedding in Normed Algebras. <i>ECML-PKDD</i>. Published online 2023.
  apa: Demir, C., &#38; Ngonga Ngomo, A.-C. (2023). Clifford Embeddings – A Generalized
    Approach for Embedding in Normed Algebras. <i>ECML-PKDD</i>. European Conference
    on Machine Learning and Principles and Practice of Knowledge Discovery in Databases,
    Torino.
  bibtex: '@article{Demir_Ngonga Ngomo_2023, title={Clifford Embeddings – A Generalized
    Approach for Embedding in Normed Algebras}, journal={ECML-PKDD}, author={Demir,
    Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2023} }'
  chicago: Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Clifford Embeddings – A
    Generalized Approach for Embedding in Normed Algebras.” <i>ECML-PKDD</i>, 2023.
  ieee: C. Demir and A.-C. Ngonga Ngomo, “Clifford Embeddings – A Generalized Approach
    for Embedding in Normed Algebras,” <i>ECML-PKDD</i>, 2023.
  mla: Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Clifford Embeddings – A Generalized
    Approach for Embedding in Normed Algebras.” <i>ECML-PKDD</i>, 2023.
  short: C. Demir, A.-C. Ngonga Ngomo, ECML-PKDD (2023).
conference:
  location: Torino
  name: European Conference on Machine Learning and Principles and Practice of Knowledge
    Discovery in Databases
date_created: 2023-08-01T09:12:06Z
date_updated: 2023-08-01T09:22:40Z
ddc:
- '000'
file:
- access_level: open_access
  content_type: application/pdf
  creator: cdemir
  date_created: 2023-08-01T09:11:59Z
  date_updated: 2023-08-01T09:11:59Z
  file_id: '46244'
  file_name: public.pdf
  file_size: 408352
  relation: main_file
file_date_updated: 2023-08-01T09:11:59Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '407'
  grant_number: '101070305'
  name: 'ENEXA: Efficient Explainable Learning on Knowledge Graphs'
- _id: '410'
  name: 'KnowGraphs: KnowGraphs: Knowledge Graphs at Scale'
- _id: '285'
  grant_number: NW21-059D
  name: 'SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems'
publication: ECML-PKDD
status: public
title: Clifford Embeddings – A Generalized Approach for Embedding in Normed Algebras
type: journal_article
user_id: '43817'
year: '2023'
...
---
_id: '46251'
author:
- first_name: Caglar
  full_name: Demir, Caglar
  id: '43817'
  last_name: Demir
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  last_name: Ngonga Ngomo
citation:
  ama: Demir C, Ngonga Ngomo A-C. Neuro-Symbolic Class Expression Learning. <i>International
    Joint Conference on Artificial Intelligence</i>. Published online 2023.
  apa: Demir, C., &#38; Ngonga Ngomo, A.-C. (2023). Neuro-Symbolic Class Expression
    Learning. <i>International Joint Conference on Artificial Intelligence</i>. International
    Joint Conference on Artificial Intelligence IJCAI 2023, Macau.
  bibtex: '@article{Demir_Ngonga Ngomo_2023, title={Neuro-Symbolic Class Expression
    Learning}, journal={International Joint Conference on Artificial Intelligence},
    author={Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, year={2023} }'
  chicago: Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Neuro-Symbolic Class Expression
    Learning.” <i>International Joint Conference on Artificial Intelligence</i>, 2023.
  ieee: C. Demir and A.-C. Ngonga Ngomo, “Neuro-Symbolic Class Expression Learning,”
    <i>International Joint Conference on Artificial Intelligence</i>, 2023.
  mla: Demir, Caglar, and Axel-Cyrille Ngonga Ngomo. “Neuro-Symbolic Class Expression
    Learning.” <i>International Joint Conference on Artificial Intelligence</i>, 2023.
  short: C. Demir, A.-C. Ngonga Ngomo, International Joint Conference on Artificial
    Intelligence (2023).
conference:
  location: Macau
  name: International Joint Conference on Artificial Intelligence IJCAI 2023
date_created: 2023-08-01T09:30:37Z
date_updated: 2023-08-01T09:44:30Z
ddc:
- '000'
department:
- _id: '574'
file:
- access_level: open_access
  content_type: application/pdf
  creator: cdemir
  date_created: 2023-08-01T09:30:35Z
  date_updated: 2023-08-01T09:30:35Z
  file_id: '46252'
  file_name: public.pdf
  file_size: 340865
  relation: main_file
file_date_updated: 2023-08-01T09:30:35Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '407'
  grant_number: '101070305'
  name: 'ENEXA: Efficient Explainable Learning on Knowledge Graphs'
- _id: '410'
  name: 'KnowGraphs: KnowGraphs: Knowledge Graphs at Scale'
- _id: '285'
  grant_number: NW21-059D
  name: 'SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems'
publication: International Joint Conference on Artificial Intelligence
status: public
title: Neuro-Symbolic Class Expression Learning
type: journal_article
user_id: '43817'
year: '2023'
...
---
_id: '45361'
abstract:
- lang: eng
  text: <jats:p> The non-orthogonal local submatrix method applied to electronic structure–based
    molecular dynamics simulations is shown to exceed 1.1 EFLOP/s in FP16/FP32-mixed
    floating-point arithmetic when using 4400 NVIDIA A100 GPUs of the Perlmutter system.
    This is enabled by a modification of the original method that pushes the sustained
    fraction of the peak performance to about 80%. Example calculations are performed
    for SARS-CoV-2 spike proteins with up to 83 million atoms. </jats:p>
article_number: '109434202311776'
article_type: original
author:
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Hossam
  full_name: Elgabarty, Hossam
  id: '60250'
  last_name: Elgabarty
  orcid: 0000-0002-4945-1481
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Thomas
  full_name: Kühne, Thomas
  id: '49079'
  last_name: Kühne
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: Schade R, Kenter T, Elgabarty H, Lass M, Kühne T, Plessl C. Breaking the exascale
    barrier for the electronic structure problem in ab-initio molecular dynamics.
    <i>The International Journal of High Performance Computing Applications</i>. Published
    online 2023. doi:<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>
  apa: Schade, R., Kenter, T., Elgabarty, H., Lass, M., Kühne, T., &#38; Plessl, C.
    (2023). Breaking the exascale barrier for the electronic structure problem in
    ab-initio molecular dynamics. <i>The International Journal of High Performance
    Computing Applications</i>, Article 109434202311776. <a href="https://doi.org/10.1177/10943420231177631">https://doi.org/10.1177/10943420231177631</a>
  bibtex: '@article{Schade_Kenter_Elgabarty_Lass_Kühne_Plessl_2023, title={Breaking
    the exascale barrier for the electronic structure problem in ab-initio molecular
    dynamics}, DOI={<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>},
    number={109434202311776}, journal={The International Journal of High Performance
    Computing Applications}, publisher={SAGE Publications}, author={Schade, Robert
    and Kenter, Tobias and Elgabarty, Hossam and Lass, Michael and Kühne, Thomas and
    Plessl, Christian}, year={2023} }'
  chicago: Schade, Robert, Tobias Kenter, Hossam Elgabarty, Michael Lass, Thomas Kühne,
    and Christian Plessl. “Breaking the Exascale Barrier for the Electronic Structure
    Problem in Ab-Initio Molecular Dynamics.” <i>The International Journal of High
    Performance Computing Applications</i>, 2023. <a href="https://doi.org/10.1177/10943420231177631">https://doi.org/10.1177/10943420231177631</a>.
  ieee: 'R. Schade, T. Kenter, H. Elgabarty, M. Lass, T. Kühne, and C. Plessl, “Breaking
    the exascale barrier for the electronic structure problem in ab-initio molecular
    dynamics,” <i>The International Journal of High Performance Computing Applications</i>,
    Art. no. 109434202311776, 2023, doi: <a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>.'
  mla: Schade, Robert, et al. “Breaking the Exascale Barrier for the Electronic Structure
    Problem in Ab-Initio Molecular Dynamics.” <i>The International Journal of High
    Performance Computing Applications</i>, 109434202311776, SAGE Publications, 2023,
    doi:<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>.
  short: R. Schade, T. Kenter, H. Elgabarty, M. Lass, T. Kühne, C. Plessl, The International
    Journal of High Performance Computing Applications (2023).
date_created: 2023-05-30T09:19:09Z
date_updated: 2023-08-02T15:04:53Z
department:
- _id: '27'
- _id: '518'
doi: 10.1177/10943420231177631
keyword:
- Hardware and Architecture
- Theoretical Computer Science
- Software
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://journals.sagepub.com/doi/10.1177/10943420231177631
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: The International Journal of High Performance Computing Applications
publication_identifier:
  issn:
  - 1094-3420
  - 1741-2846
publication_status: published
publisher: SAGE Publications
quality_controlled: '1'
status: public
title: Breaking the exascale barrier for the electronic structure problem in ab-initio
  molecular dynamics
type: journal_article
user_id: '75963'
year: '2023'
...
