---
_id: '45758'
author:
- first_name: Anna Brigitte
full_name: Bauer, Anna Brigitte
id: '24755'
last_name: Bauer
orcid: 0000-0002-1742-3099
- first_name: Peter
full_name: Reinhold, Peter
last_name: Reinhold
citation:
ama: 'Bauer AB, Reinhold P. PSФ: Entwicklung einer abgestimmten Studieneingangsphase
(Physik) . In: van Vorst H, Gesellschaft für Didaktik der Chemie und Physik, eds.
Lernen, Lehren und Forschen in einer digital geprägten Welt. ; 2023.'
apa: 'Bauer, A. B., & Reinhold, P. (2023). PSФ: Entwicklung einer abgestimmten
Studieneingangsphase (Physik) . In H. van Vorst & Gesellschaft für Didaktik
der Chemie und Physik (Eds.), Lernen, Lehren und Forschen in einer digital
geprägten Welt.'
bibtex: '@inproceedings{Bauer_Reinhold_2023, place={Essen}, title={PSФ: Entwicklung
einer abgestimmten Studieneingangsphase (Physik) }, booktitle={Lernen, Lehren
und Forschen in einer digital geprägten Welt}, author={Bauer, Anna Brigitte and
Reinhold, Peter}, editor={van Vorst, Helena and Gesellschaft für Didaktik der
Chemie und Physik}, year={2023} }'
chicago: 'Bauer, Anna Brigitte, and Peter Reinhold. “PSФ: Entwicklung einer abgestimmten
Studieneingangsphase (Physik) .” In Lernen, Lehren und Forschen in einer digital
geprägten Welt, edited by Helena van Vorst and Gesellschaft für Didaktik der
Chemie und Physik. Essen, 2023.'
ieee: 'A. B. Bauer and P. Reinhold, “PSФ: Entwicklung einer abgestimmten Studieneingangsphase
(Physik) ,” in Lernen, Lehren und Forschen in einer digital geprägten Welt,
Aachen 2022, 2023.'
mla: 'Bauer, Anna Brigitte, and Peter Reinhold. “PSФ: Entwicklung einer abgestimmten
Studieneingangsphase (Physik) .” Lernen, Lehren und Forschen in einer digital
geprägten Welt, edited by Helena van Vorst and Gesellschaft für Didaktik der
Chemie und Physik, 2023.'
short: 'A.B. Bauer, P. Reinhold, in: H. van Vorst, Gesellschaft für Didaktik der
Chemie und Physik (Eds.), Lernen, Lehren und Forschen in einer digital geprägten
Welt, Essen, 2023.'
conference:
location: Aachen 2022
name: Jahrestagung GDCP
corporate_editor:
- Gesellschaft für Didaktik der Chemie und Physik
date_created: 2023-06-23T07:02:26Z
date_updated: 2023-06-23T08:20:37Z
department:
- _id: '299'
- _id: '651'
editor:
- first_name: Helena
full_name: van Vorst, Helena
last_name: van Vorst
language:
- iso: ger
main_file_link:
- open_access: '1'
url: https://gdcp-ev.de/wp-content/uploads/securepdfs/2023/05/PSY13_Bauer.pdf
oa: '1'
place: Essen
publication: Lernen, Lehren und Forschen in einer digital geprägten Welt
publication_status: published
status: public
title: 'PSФ: Entwicklung einer abgestimmten Studieneingangsphase (Physik) '
type: conference
user_id: '24755'
year: '2023'
...
---
_id: '43827'
abstract:
- lang: eng
text: A series of new organic donor–π–acceptor dyes incorporating a diquat moiety
as a novel electron-acceptor unit have been synthesized and characterized. The
analytical data were supported by DFT calculations. These dyes were explored in
the aerobic thiocyanation of indoles and pyrroles. Here they showed a high photocatalytic
activity under visible light, giving isolated yields of up to 97 %. In addition,
the photocatalytic activity of standalone diquat and methyl viologen through formation
of an electron donor acceptor complex is presented.
article_type: original
author:
- first_name: Armin
full_name: Meier, Armin
last_name: Meier
- first_name: Sabuhi
full_name: Badalov, Sabuhi
id: '78800'
last_name: Badalov
orcid: 0000-0002-8481-4161
- first_name: Timur
full_name: Biktagirov, Timur
id: '65612'
last_name: Biktagirov
- first_name: Wolf Gero
full_name: Schmidt, Wolf Gero
id: '468'
last_name: Schmidt
orcid: 0000-0002-2717-5076
- first_name: René
full_name: Wilhelm, René
last_name: Wilhelm
citation:
ama: 'Meier A, Badalov S, Biktagirov T, Schmidt WG, Wilhelm R. Diquat Based Dyes:
A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation. Chemistry
– A European Journal. 2023;29(22):e202203541. doi:10.1002/chem.202203541'
apa: 'Meier, A., Badalov, S., Biktagirov, T., Schmidt, W. G., & Wilhelm, R.
(2023). Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in
Aerobic Thiocyanation. Chemistry – A European Journal, 29(22), e202203541.
https://doi.org/10.1002/chem.202203541'
bibtex: '@article{Meier_Badalov_Biktagirov_Schmidt_Wilhelm_2023, title={Diquat Based
Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation},
volume={29}, DOI={10.1002/chem.202203541},
number={22}, journal={Chemistry – A European Journal}, publisher={Wiley}, author={Meier,
Armin and Badalov, Sabuhi and Biktagirov, Timur and Schmidt, Wolf Gero and Wilhelm,
René}, year={2023}, pages={e202203541} }'
chicago: 'Meier, Armin, Sabuhi Badalov, Timur Biktagirov, Wolf Gero Schmidt, and
René Wilhelm. “Diquat Based Dyes: A New Class of Photoredox Catalysts and Their
Use in Aerobic Thiocyanation.” Chemistry – A European Journal 29, no. 22
(2023): e202203541. https://doi.org/10.1002/chem.202203541.'
ieee: 'A. Meier, S. Badalov, T. Biktagirov, W. G. Schmidt, and R. Wilhelm, “Diquat
Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic Thiocyanation,”
Chemistry – A European Journal, vol. 29, no. 22, p. e202203541, 2023, doi:
10.1002/chem.202203541.'
mla: 'Meier, Armin, et al. “Diquat Based Dyes: A New Class of Photoredox Catalysts
and Their Use in Aerobic Thiocyanation.” Chemistry – A European Journal,
vol. 29, no. 22, Wiley, 2023, p. e202203541, doi:10.1002/chem.202203541.'
short: A. Meier, S. Badalov, T. Biktagirov, W.G. Schmidt, R. Wilhelm, Chemistry
– A European Journal 29 (2023) e202203541.
date_created: 2023-04-16T18:14:24Z
date_updated: 2023-06-26T02:29:15Z
department:
- _id: '35'
- _id: '15'
- _id: '170'
- _id: '295'
- _id: '230'
doi: 10.1002/chem.202203541
extern: '1'
issue: '22'
keyword:
- General Chemistry
- Catalysis
- Organic Chemistry
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://chemistry-europe.onlinelibrary.wiley.com/doi/10.1002/chem.202203541
oa: '1'
page: ' e202203541'
project:
- _id: '52'
name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Chemistry – A European Journal
publication_identifier:
issn:
- 0947-6539
- 1521-3765
publication_status: published
publisher: Wiley
related_material:
link:
- relation: supplementary_material
url: https://chemistry-europe.onlinelibrary.wiley.com/action/downloadSupplement?doi=10.1002%2Fchem.202203541&file=chem202203541-sup-0001-misc_information.pdf
status: public
title: 'Diquat Based Dyes: A New Class of Photoredox Catalysts and Their Use in Aerobic
Thiocyanation'
type: journal_article
user_id: '78800'
volume: ' 29'
year: '2023'
...
---
_id: '45764'
abstract:
- lang: eng
text: As a benchmark, the structural, electronic and optical properties of the three
main phases of TiO$\rm{_2}$ crystals have been calculated using Hubbard U correction
and hybrid functional methods in density-functional theory. These calculations
are compared concerning the available experimental observations on pristine TiO$\rm{_2}$
crystals. Modified hybrid functionals, particularly the PBE0 functional with 11.4%
fraction of exact exchange, are shown to provide highly accurate atomic structures
and also accurate electronic structure data, including optical excitation energies.
With $\rm{DFT+U}$, accurate optical spectra are also possible, but only if the
Hubbard U is applied on the O $\rm2p$ electrons exclusively. Furthermore, both
methods, the 11.4%-PBE0 hybrid functional and the $\rm{DFT+U_p}$ scheme have been
used to study TiO$\rm{_2}$ amorphous ultra-thin films, confirming the agreement
of the two methods even with respect to small details of the optical spectra.
Our results show that the proposed $\rm{DFT+U_p}$ methodology is computationally
efficient, but still accurate. It can be applied to well-ordered TiO$\rm{_2}$
polymorphs as well as to amorphous TiO$\rm{_2}$ and will allow for the calculations
of complex titania-based structures.
article_type: original
author:
- first_name: Sabuhi
full_name: Badalov, Sabuhi
id: '78800'
last_name: Badalov
orcid: 0000-0002-8481-4161
- first_name: Adriana
full_name: Bocchini, Adriana
id: '58349'
last_name: Bocchini
orcid: 0000-0002-2134-3075
- first_name: Rene
full_name: Wilhelm, Rene
last_name: Wilhelm
- first_name: A. L.
full_name: Kozub, A. L.
last_name: Kozub
- first_name: Uwe
full_name: Gerstmann, Uwe
id: '171'
last_name: Gerstmann
orcid: 0000-0002-4476-223X
- first_name: Wolf Gero
full_name: Schmidt, Wolf Gero
id: '468'
last_name: Schmidt
orcid: 0000-0002-2717-5076
citation:
ama: Badalov S, Bocchini A, Wilhelm R, Kozub AL, Gerstmann U, Schmidt WG. Rutile,
anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT.
Materials Research Express. doi:10.1088/2053-1591/ace0fa
apa: Badalov, S., Bocchini, A., Wilhelm, R., Kozub, A. L., Gerstmann, U., &
Schmidt, W. G. (n.d.). Rutile, anatase, brookite and titania thin film from Hubbard
corrected and hybrid DFT. Materials Research Express. https://doi.org/10.1088/2053-1591/ace0fa
bibtex: '@article{Badalov_Bocchini_Wilhelm_Kozub_Gerstmann_Schmidt, title={Rutile,
anatase, brookite and titania thin film from Hubbard corrected and hybrid DFT},
DOI={10.1088/2053-1591/ace0fa},
journal={Materials Research Express}, publisher={IOP Publishing}, author={Badalov,
Sabuhi and Bocchini, Adriana and Wilhelm, Rene and Kozub, A. L. and Gerstmann,
Uwe and Schmidt, Wolf Gero} }'
chicago: Badalov, Sabuhi, Adriana Bocchini, Rene Wilhelm, A. L. Kozub, Uwe Gerstmann,
and Wolf Gero Schmidt. “Rutile, Anatase, Brookite and Titania Thin Film from Hubbard
Corrected and Hybrid DFT.” Materials Research Express, n.d. https://doi.org/10.1088/2053-1591/ace0fa.
ieee: 'S. Badalov, A. Bocchini, R. Wilhelm, A. L. Kozub, U. Gerstmann, and W. G.
Schmidt, “Rutile, anatase, brookite and titania thin film from Hubbard corrected
and hybrid DFT,” Materials Research Express, doi: 10.1088/2053-1591/ace0fa.'
mla: Badalov, Sabuhi, et al. “Rutile, Anatase, Brookite and Titania Thin Film from
Hubbard Corrected and Hybrid DFT.” Materials Research Express, IOP Publishing,
doi:10.1088/2053-1591/ace0fa.
short: S. Badalov, A. Bocchini, R. Wilhelm, A.L. Kozub, U. Gerstmann, W.G. Schmidt,
Materials Research Express (n.d.).
date_created: 2023-06-26T02:18:11Z
date_updated: 2023-06-26T09:34:06Z
doi: 10.1088/2053-1591/ace0fa
extern: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://iopscience.iop.org/article/10.1088/2053-1591/ace0fa/pdf
oa: '1'
publication: Materials Research Express
publication_status: accepted
publisher: IOP Publishing
related_material:
link:
- relation: confirmation
url: https://iopscience.iop.org/article/10.1088/2053-1591/ace0fa
status: public
title: Rutile, anatase, brookite and titania thin film from Hubbard corrected and
hybrid DFT
type: journal_article
user_id: '78800'
year: '2023'
...
---
_id: '45782'
abstract:
- lang: eng
text: The development of automotive components with reduced greenhouse gas
(GHG) emissions is needed to reduce overall vehicle emissions. Life Cycle Engineering
(LCE) based on Life Cycle Assessment (LCA) supports this by providing holistic
information and improvement potentials regarding eco-efficient products. Key factors
influencing LCAs of automotive components, such as material production, will change
in the future. First approaches for integrating future scenarios for these key
factors into LCE already exist, but they only consider a limited number of parameters
and scenarios. This work aims to develop a method that can be practically applied
in the industry for integrating prospective LCAs (pLCA) into the LCE of automotive
components, considering relevant parameters and consistent scenarios. Therefore,
pLCA methods are further developed to investigate the influence of future scenarios
on the GHG emissions of automotive components. The practical application is demonstrated
for a vehicle component with different design options. This paper shows that different
development paths of the foreground and background system can shift the ecological
optimum of design alternatives. Therefore, future pathways of relevant parameters
must be considered comprehensively to reduce GHG emissions of future vehicles.
This work contributes to the methodological and practical integration of pLCA
into automotive development processes and provides quantitative results.
article_number: '10041'
author:
- first_name: Julian
full_name: Grenz, Julian
last_name: Grenz
- first_name: Moritz
full_name: Ostermann, Moritz
id: '44763'
last_name: Ostermann
orcid: https://orcid.org/0000-0003-1146-0443
- first_name: Karoline
full_name: Käsewieter, Karoline
last_name: Käsewieter
- first_name: Felipe
full_name: Cerdas, Felipe
last_name: Cerdas
- first_name: Thorsten
full_name: Marten, Thorsten
id: '338'
last_name: Marten
- first_name: Christoph
full_name: Herrmann, Christoph
last_name: Herrmann
- first_name: Thomas
full_name: Tröster, Thomas
id: '553'
last_name: Tröster
citation:
ama: Grenz J, Ostermann M, Käsewieter K, et al. Integrating Prospective LCA in the
Development of Automotive Components. Sustainability. 2023;15(13). doi:10.3390/su151310041
apa: Grenz, J., Ostermann, M., Käsewieter, K., Cerdas, F., Marten, T., Herrmann,
C., & Tröster, T. (2023). Integrating Prospective LCA in the Development of
Automotive Components. Sustainability, 15(13), Article 10041. https://doi.org/10.3390/su151310041
bibtex: '@article{Grenz_Ostermann_Käsewieter_Cerdas_Marten_Herrmann_Tröster_2023,
title={Integrating Prospective LCA in the Development of Automotive Components},
volume={15}, DOI={10.3390/su151310041},
number={1310041}, journal={Sustainability}, publisher={MDPI AG}, author={Grenz,
Julian and Ostermann, Moritz and Käsewieter, Karoline and Cerdas, Felipe and Marten,
Thorsten and Herrmann, Christoph and Tröster, Thomas}, year={2023} }'
chicago: Grenz, Julian, Moritz Ostermann, Karoline Käsewieter, Felipe Cerdas, Thorsten
Marten, Christoph Herrmann, and Thomas Tröster. “Integrating Prospective LCA in
the Development of Automotive Components.” Sustainability 15, no. 13 (2023).
https://doi.org/10.3390/su151310041.
ieee: 'J. Grenz et al., “Integrating Prospective LCA in the Development of
Automotive Components,” Sustainability, vol. 15, no. 13, Art. no. 10041,
2023, doi: 10.3390/su151310041.'
mla: Grenz, Julian, et al. “Integrating Prospective LCA in the Development of Automotive
Components.” Sustainability, vol. 15, no. 13, 10041, MDPI AG, 2023, doi:10.3390/su151310041.
short: J. Grenz, M. Ostermann, K. Käsewieter, F. Cerdas, T. Marten, C. Herrmann,
T. Tröster, Sustainability 15 (2023).
date_created: 2023-06-27T06:35:20Z
date_updated: 2023-06-27T06:39:47Z
department:
- _id: '9'
- _id: '321'
- _id: '149'
doi: 10.3390/su151310041
intvolume: ' 15'
issue: '13'
keyword:
- prospective LCA
- life cycle engineering (LCE)
- lightweight design
- automotive components
- body parts
- circular economy
- steel
- aluminum
- hybrid materials
- fiber metal laminates
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://www.mdpi.com/2071-1050/15/13/10041
oa: '1'
publication: Sustainability
publication_identifier:
issn:
- 2071-1050
publication_status: published
publisher: MDPI AG
quality_controlled: '1'
related_material:
link:
- relation: supplementary_material
url: ' https://www.mdpi.com/article/10.3390/su151310041/s1'
status: public
title: Integrating Prospective LCA in the Development of Automotive Components
type: journal_article
user_id: '44763'
volume: 15
year: '2023'
...
---
_id: '31880'
abstract:
- lang: eng
text: The notion of neural collapse refers to several emergent phenomena that have
been empirically observed across various canonical classification problems. During
the terminal phase of training a deep neural network, the feature embedding of
all examples of the same class tend to collapse to a single representation, and
the features of different classes tend to separate as much as possible. Neural
collapse is often studied through a simplified model, called the unconstrained
feature representation, in which the model is assumed to have "infinite expressivity"
and can map each data point to any arbitrary representation. In this work, we
propose a more realistic variant of the unconstrained feature representation that
takes the limited expressivity of the network into account. Empirical evidence
suggests that the memorization of noisy data points leads to a degradation (dilation)
of the neural collapse. Using a model of the memorization-dilation (M-D) phenomenon,
we show one mechanism by which different losses lead to different performances
of the trained network on noisy data. Our proofs reveal why label smoothing, a
modification of cross-entropy empirically observed to produce a regularization
effect, leads to improved generalization in classification tasks.
author:
- first_name: Duc Anh
full_name: Nguyen, Duc Anh
last_name: Nguyen
- first_name: Ron
full_name: Levie, Ron
last_name: Levie
- first_name: Julian
full_name: Lienen, Julian
id: '44040'
last_name: Lienen
- first_name: Gitta
full_name: Kutyniok, Gitta
last_name: Kutyniok
- first_name: Eyke
full_name: Hüllermeier, Eyke
id: '48129'
last_name: Hüllermeier
citation:
ama: 'Nguyen DA, Levie R, Lienen J, Kutyniok G, Hüllermeier E. Memorization-Dilation:
Modeling Neural Collapse Under Noise. In: International Conference on Learning
Representations, ICLR. ; 2023.'
apa: 'Nguyen, D. A., Levie, R., Lienen, J., Kutyniok, G., & Hüllermeier, E.
(2023). Memorization-Dilation: Modeling Neural Collapse Under Noise. International
Conference on Learning Representations, ICLR. International Conference on
Learning Representations, ICLR, Kigali, Ruanda.'
bibtex: '@inproceedings{Nguyen_Levie_Lienen_Kutyniok_Hüllermeier_2023, title={Memorization-Dilation:
Modeling Neural Collapse Under Noise}, booktitle={International Conference on
Learning Representations, ICLR}, author={Nguyen, Duc Anh and Levie, Ron and Lienen,
Julian and Kutyniok, Gitta and Hüllermeier, Eyke}, year={2023} }'
chicago: 'Nguyen, Duc Anh, Ron Levie, Julian Lienen, Gitta Kutyniok, and Eyke Hüllermeier.
“Memorization-Dilation: Modeling Neural Collapse Under Noise.” In International
Conference on Learning Representations, ICLR, 2023.'
ieee: 'D. A. Nguyen, R. Levie, J. Lienen, G. Kutyniok, and E. Hüllermeier, “Memorization-Dilation:
Modeling Neural Collapse Under Noise,” presented at the International Conference
on Learning Representations, ICLR, Kigali, Ruanda, 2023.'
mla: 'Nguyen, Duc Anh, et al. “Memorization-Dilation: Modeling Neural Collapse Under
Noise.” International Conference on Learning Representations, ICLR, 2023.'
short: 'D.A. Nguyen, R. Levie, J. Lienen, G. Kutyniok, E. Hüllermeier, in: International
Conference on Learning Representations, ICLR, 2023.'
conference:
location: Kigali, Ruanda
name: International Conference on Learning Representations, ICLR
date_created: 2022-06-14T14:48:36Z
date_updated: 2023-06-29T09:14:26Z
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://arxiv.org/abs/2206.05530
oa: '1'
publication: International Conference on Learning Representations, ICLR
status: public
title: 'Memorization-Dilation: Modeling Neural Collapse Under Noise'
type: conference
user_id: '44040'
year: '2023'
...
---
_id: '45814'
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. arXiv:230513764.
Published online 2023.
apa: Lienen, J., & Hüllermeier, E. (2023). Mitigating Label Noise through Data
Ambiguation. In arXiv:2305.13764.
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.” ArXiv:2305.13764, 2023.
ieee: J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,”
arXiv:2305.13764. 2023.
mla: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
Ambiguation.” ArXiv:2305.13764, 2023.
short: J. Lienen, E. Hüllermeier, ArXiv:2305.13764 (2023).
date_created: 2023-06-29T09:06:34Z
date_updated: 2023-06-29T09:12:21Z
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: '33734'
abstract:
- lang: eng
text: 'Many applications require explainable node classification in knowledge graphs.
Towards this end, a popular ``white-box'''' approach is class expression learning:
Given sets of positive and negative nodes, class expressions in description logics
are learned that separate positive from negative nodes. Most existing approaches
are search-based approaches generating many candidate class expressions and selecting
the best one. However, they often take a long time to find suitable class expressions.
In this paper, we cast class expression learning as a translation problem and
propose a new family of class expression learning approaches which we dub neural
class expression synthesizers. Training examples are ``translated'''' into class
expressions in a fashion akin to machine translation. Consequently, our synthesizers
are not subject to the runtime limitations of search-based approaches. We study
three instances of this novel family of approaches based on LSTMs, GRUs, and set
transformers, respectively. An evaluation of our approach on four benchmark datasets
suggests that it can effectively synthesize high-quality class expressions with
respect to the input examples in approximately one second on average. Moreover,
a comparison to state-of-the-art approaches suggests that we achieve better F-measures
on large datasets. For reproducibility purposes, we provide our implementation
as well as pretrained models in our public GitHub repository at https://github.com/dice-group/NeuralClassExpressionSynthesis'
author:
- first_name: N'Dah Jean
full_name: KOUAGOU, N'Dah Jean
id: '87189'
last_name: KOUAGOU
- first_name: Stefan
full_name: Heindorf, Stefan
id: '11871'
last_name: Heindorf
orcid: 0000-0002-4525-6865
- first_name: Caglar
full_name: Demir, Caglar
id: '43817'
last_name: Demir
- first_name: Axel-Cyrille
full_name: Ngonga Ngomo, Axel-Cyrille
id: '65716'
last_name: Ngonga Ngomo
citation:
ama: 'KOUAGOU NJ, Heindorf S, Demir C, Ngonga Ngomo A-C. Neural Class Expression
Synthesis. In: Pesquita C, Jimenez-Ruiz E, McCusker J, et al., eds. The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023). Vol 13870. Springer
International Publishing; 2023:209-226. doi:https://doi.org/10.1007/978-3-031-33455-9_13'
apa: KOUAGOU, N. J., Heindorf, S., Demir, C., & Ngonga Ngomo, A.-C. (2023).
Neural Class Expression Synthesis. In C. Pesquita, E. Jimenez-Ruiz, J. McCusker,
D. Faria, M. Dragoni, A. Dimou, R. Troncy, & S. Hertling (Eds.), The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023) (Vol. 13870, pp. 209–226).
Springer International Publishing. https://doi.org/10.1007/978-3-031-33455-9_13
bibtex: '@inproceedings{KOUAGOU_Heindorf_Demir_Ngonga Ngomo_2023, title={Neural
Class Expression Synthesis}, volume={13870}, DOI={https://doi.org/10.1007/978-3-031-33455-9_13},
booktitle={The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)},
publisher={Springer International Publishing}, author={KOUAGOU, N’Dah Jean and
Heindorf, Stefan and Demir, Caglar and Ngonga Ngomo, Axel-Cyrille}, editor={Pesquita,
Catia and Jimenez-Ruiz, Ernesto and McCusker, Jamie and Faria, Daniel and Dragoni,
Mauro and Dimou, Anastasia and Troncy, Raphael and Hertling, Sven}, year={2023},
pages={209–226} }'
chicago: KOUAGOU, N’Dah Jean, Stefan Heindorf, Caglar Demir, and Axel-Cyrille Ngonga
Ngomo. “Neural Class Expression Synthesis.” In The Semantic Web - 20th Extended
Semantic Web Conference (ESWC 2023), edited by Catia Pesquita, Ernesto Jimenez-Ruiz,
Jamie McCusker, Daniel Faria, Mauro Dragoni, Anastasia Dimou, Raphael Troncy,
and Sven Hertling, 13870:209–26. Springer International Publishing, 2023. https://doi.org/10.1007/978-3-031-33455-9_13.
ieee: 'N. J. KOUAGOU, S. Heindorf, C. Demir, and A.-C. Ngonga Ngomo, “Neural Class
Expression Synthesis,” in The Semantic Web - 20th Extended Semantic Web Conference
(ESWC 2023), Hersonissos, Crete, Greece, 2023, vol. 13870, pp. 209–226, doi:
https://doi.org/10.1007/978-3-031-33455-9_13.'
mla: KOUAGOU, N’Dah Jean, et al. “Neural Class Expression Synthesis.” The Semantic
Web - 20th Extended Semantic Web Conference (ESWC 2023), edited by Catia Pesquita
et al., vol. 13870, Springer International Publishing, 2023, pp. 209–26, doi:https://doi.org/10.1007/978-3-031-33455-9_13.
short: 'N.J. KOUAGOU, S. Heindorf, C. Demir, A.-C. Ngonga Ngomo, in: C. Pesquita,
E. Jimenez-Ruiz, J. McCusker, D. Faria, M. Dragoni, A. Dimou, R. Troncy, S. Hertling
(Eds.), The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023),
Springer International Publishing, 2023, pp. 209–226.'
conference:
end_date: 2023-06-01
location: Hersonissos, Crete, Greece
name: 20th Extended Semantic Web Conference
start_date: 2023-05-28
date_created: 2022-10-15T19:20:11Z
date_updated: 2023-07-02T18:10:02Z
department:
- _id: '574'
- _id: '760'
doi: https://doi.org/10.1007/978-3-031-33455-9_13
editor:
- first_name: Catia
full_name: Pesquita, Catia
last_name: Pesquita
- first_name: Ernesto
full_name: Jimenez-Ruiz, Ernesto
last_name: Jimenez-Ruiz
- first_name: Jamie
full_name: McCusker, Jamie
last_name: McCusker
- first_name: Daniel
full_name: Faria, Daniel
last_name: Faria
- first_name: Mauro
full_name: Dragoni, Mauro
last_name: Dragoni
- first_name: Anastasia
full_name: Dimou, Anastasia
last_name: Dimou
- first_name: Raphael
full_name: Troncy, Raphael
last_name: Troncy
- first_name: Sven
full_name: Hertling, Sven
last_name: Hertling
external_id:
unknown:
- https://link.springer.com/chapter/10.1007/978-3-031-33455-9_13
intvolume: ' 13870'
keyword:
- Neural network
- Concept learning
- Description logics
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://2023.eswc-conferences.org/wp-content/uploads/2023/05/paper_Kouagou_2023_Neural.pdf
oa: '1'
page: 209 - 226
project:
- _id: '410'
name: 'KnowGraphs: KnowGraphs: Knowledge Graphs at Scale'
- _id: '407'
grant_number: '101070305'
name: 'ENEXA: Efficient Explainable Learning on Knowledge Graphs'
- _id: '285'
grant_number: NW21-059D
name: 'SAIL: SAIL: SustAInable Life-cycle of Intelligent Socio-Technical Systems'
publication: The Semantic Web - 20th Extended Semantic Web Conference (ESWC 2023)
publication_identifier:
unknown:
- 978-3-031-33455-9
publication_status: published
publisher: Springer International Publishing
status: public
title: Neural Class Expression Synthesis
type: conference
user_id: '11871'
volume: 13870
year: '2023'
...
---
_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. arXiv:230513764.
Published online 2023.
apa: Lienen, J., & Hüllermeier, E. (2023). Mitigating Label Noise through Data
Ambiguation. In arXiv:2305.13764.
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.” ArXiv:2305.13764, 2023.
ieee: J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,”
arXiv:2305.13764. 2023.
mla: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
Ambiguation.” ArXiv:2305.13764, 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. Nature Communications. 2023;14(1).
doi:10.1038/s41467-023-39599-8
apa: Ahmed, H., Ansari, M. A., Li, Y., Zentgraf, T., Mehmood, M. Q., & Chen,
X. (2023). Dynamic control of hybrid grafted perfect vector vortex beams. Nature
Communications, 14(1), Article 3915. https://doi.org/10.1038/s41467-023-39599-8
bibtex: '@article{Ahmed_Ansari_Li_Zentgraf_Mehmood_Chen_2023, title={Dynamic control
of hybrid grafted perfect vector vortex beams}, volume={14}, DOI={10.1038/s41467-023-39599-8},
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.” Nature Communications 14, no. 1 (2023). https://doi.org/10.1038/s41467-023-39599-8.
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,” Nature Communications,
vol. 14, no. 1, Art. no. 3915, 2023, doi: 10.1038/s41467-023-39599-8.'
mla: Ahmed, Hammad, et al. “Dynamic Control of Hybrid Grafted Perfect Vector Vortex
Beams.” Nature Communications, vol. 14, no. 1, 3915, Springer Science and
Business Media LLC, 2023, doi:10.1038/s41467-023-39599-8.
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. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:1--20.
doi:10.5281/zenodo.8060372'
apa: Götte, T., Knollmann, T., Meyer auf der Heide, F., Scheideler, C., & 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, & H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412, pp. 1--20). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8060372
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={10.5281/zenodo.8060372},
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 On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8060372.'
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 On-The-Fly
Computing -- Individualized IT-services in dynamic markets, 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.” On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 1--20, doi:10.5281/zenodo.8060372.
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. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:183-202.
doi:10.5281/zenodo.8068664'
apa: 'Karl, H., Maack, M., Meyer auf der Heide, F., Pukrop, S., & 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,
& H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-services
in dynamic markets (Vol. 412, pp. 183–202). Heinz Nixdorf Institut, Universität
Paderborn. https://doi.org/10.5281/zenodo.8068664'
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={10.5281/zenodo.8068664},
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 On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068664.'
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 On-The-Fly Computing -- Individualized IT-services in dynamic markets,
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.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 183–202, doi:10.5281/zenodo.8068664.'
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'
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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: 'On-The-Fly Compute Centers II: Execution of Composed Services in Configurable
Compute Centers'
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user_id: '477'
volume: 412
year: '2023'
...
---
_id: '45901'
author:
- first_name: Johannes
full_name: Blömer, Johannes
id: '23'
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full_name: Bobolz, Jan
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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. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:237-246.
doi:10.5281/zenodo.8068755'
apa: Blömer, J., Bobolz, J., Eidens, F., Jager, T., & 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, & H. Wehrheim
(Eds.), On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412, pp. 237–246). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068755
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={10.5281/zenodo.8068755},
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 On-The-Fly Computing -- Individualized IT-Services in
Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068755.'
ieee: 'J. Blömer, J. Bobolz, F. Eidens, T. Jager, and P. Kramer, “Practical Cryptograhic
Techniques for Secure and Privacy-Preserving Customer Loyalty Systems,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, 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.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 237–46, doi:10.5281/zenodo.8068755.
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
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doi: 10.5281/zenodo.8068755
editor:
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- 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
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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'
volume: 412
year: '2023'
...
---
_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. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
Heinz Nixdorf Institut, Universität Paderborn; 2023:203-224. doi:10.5281/zenodo.8068691'
apa: Gottschalk, S., Vorbohle, C., Kundisch, D., Engels, G., & Wünderlich, N.
V. (2023). Architectural Management of OTF Computing Markets. 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 (Vol. 412, pp.
203–224). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068691
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={10.5281/zenodo.8068691},
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
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
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. https://doi.org/10.5281/zenodo.8068691.'
ieee: 'S. Gottschalk, C. Vorbohle, D. Kundisch, G. Engels, and N. V. Wünderlich,
“Architectural Management of OTF Computing Markets,” in On-The-Fly Computing
-- Individualized IT-services in dynamic markets, 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.”
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität
Paderborn, 2023, pp. 203–24, doi:10.5281/zenodo.8068691.
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
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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
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creator: florida
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grant_number: '160364472'
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in dynamischen Märkten '
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
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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.
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets.
Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut,
Universität Paderborn; 2023:145-164. doi:10.5281/zenodo.8068629'
apa: Blömer, J., Eidens, F., Jager, T., Niehues, D., & Scheideler, C. (2023).
Robustness and Security. 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 (Vol. 412, pp. 145–164). Heinz Nixdorf Institut,
Universität Paderborn. https://doi.org/10.5281/zenodo.8068629
bibtex: '@inbook{Blömer_Eidens_Jager_Niehues_Scheideler_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Robustness
and Security}, volume={412}, DOI={10.5281/zenodo.8068629},
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 On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068629.'
ieee: 'J. Blömer, F. Eidens, T. Jager, D. Niehues, and C. Scheideler, “Robustness
and Security,” in On-The-Fly Computing -- Individualized IT-services in dynamic
markets, 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.” On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen Haake
et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 145–64,
doi:10.5281/zenodo.8068629.
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:
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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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name: 'SFB 901 - C: SFB 901 - Project Area C'
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publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
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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. On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:65-84.
doi:10.5281/zenodo.8068456'
apa: Bäumer, F. S., Chen, W.-F., Geierhos, M., Kersting, J., & 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,
& H. Wehrheim (Eds.), On-The-Fly Computing -- Individualized IT-services
in dynamic markets (Vol. 412, pp. 65–84). Heinz Nixdorf Institut, Universität
Paderborn. https://doi.org/10.5281/zenodo.8068456
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={10.5281/zenodo.8068456},
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 On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068456.'
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 On-The-Fly
Computing -- Individualized IT-services in dynamic markets, 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.” On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets, edited by Claus-Jochen Haake et al., vol.
412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 65–84, doi:10.5281/zenodo.8068456.
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:
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department:
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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
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- iso: eng
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. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe
des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:85-104.
doi:10.5281/zenodo.8068466'
apa: Hanselle, J. M., Hüllermeier, E., Mohr, F., Ngonga Ngomo, A.-C., Sherif, M.,
Tornede, A., & Wever, M. D. (2023). Configuration and Evaluation. 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 (Vol.
412, pp. 85–104). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068466
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={10.5281/zenodo.8068466},
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 On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, 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. https://doi.org/10.5281/zenodo.8068466.'
ieee: 'J. M. Hanselle et al., “Configuration and Evaluation,” in On-The-Fly
Computing -- Individualized IT-services in dynamic markets, 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.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
85–104, doi:10.5281/zenodo.8068466.
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. On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz
Nixdorf Institut, Universität Paderborn; 2023:21-44. doi:10.5281/zenodo.8068414'
apa: 'Haake, C.-J., Hehenkamp, B., & Polevoy, G. (2023). The Market for Services:
Incentives, Algorithms, Implementation. 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 (Vol. 412, pp. 21–44). Heinz
Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068414'
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={10.5281/zenodo.8068414},
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 On-The-Fly Computing
-- Individualized IT-Services in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068414.'
ieee: 'C.-J. Haake, B. Hehenkamp, and G. Polevoy, “The Market for Services: Incentives,
Algorithms, Implementation,” in On-The-Fly Computing -- Individualized IT-services
in dynamic markets, 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.” On-The-Fly Computing -- Individualized IT-Services in Dynamic
Markets, edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut,
Universität Paderborn, 2023, pp. 21–44, doi:10.5281/zenodo.8068414.'
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. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts.
Heinz Nixdorf Institut, Universität Paderborn; 2023:105-123. doi:10.5281/zenodo.8068510'
apa: Wehrheim, H., Hüllermeier, E., Becker, S., Becker, M., Richter, C., & Sharma,
A. (2023). Composition Analysis in Unknown Contexts. 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 (Vol. 412, pp.
105–123). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068510
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={10.5281/zenodo.8068510},
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 On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068510.'
ieee: 'H. Wehrheim, E. Hüllermeier, S. Becker, M. Becker, C. Richter, and A. Sharma,
“Composition Analysis in Unknown Contexts,” in On-The-Fly Computing -- Individualized
IT-services in dynamic markets, 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.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
105–23, doi:10.5281/zenodo.8068510.
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. arXiv:230513764.
Published online 2023.
apa: Lienen, J., & Hüllermeier, E. (2023). Mitigating Label Noise through Data
Ambiguation. In arXiv:2305.13764.
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.” ArXiv:2305.13764, 2023.
ieee: J. Lienen and E. Hüllermeier, “Mitigating Label Noise through Data Ambiguation,”
arXiv:2305.13764. 2023.
mla: Lienen, Julian, and Eyke Hüllermeier. “Mitigating Label Noise through Data
Ambiguation.” ArXiv:2305.13764, 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. On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets.
Vol 412. Verlagsschriftenreihe des Heinz Nixdorf Instituts. Heinz Nixdorf Institut,
Universität Paderborn; 2023:45-64. doi:10.5281/zenodo.8068430'
apa: Elrich, A., Kaimann, D., Fahr, R., Kundisch, D., Mir Djawadi, B., Müller, M.,
Poniatowski, M., Schäfers, S., & Frick, B. (2023). Empirical Analysis in Markets
for OTF Services. 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 (Vol. 412, pp. 45–64). Heinz Nixdorf Institut, Universität
Paderborn. https://doi.org/10.5281/zenodo.8068430
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={10.5281/zenodo.8068430}, 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 On-The-Fly Computing --
Individualized IT-Services in Dynamic Markets, 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. https://doi.org/10.5281/zenodo.8068430.'
ieee: 'A. Elrich et al., “Empirical Analysis in Markets for OTF Services,”
in On-The-Fly Computing -- Individualized IT-services in dynamic markets,
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.” On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets, edited by Claus-Jochen
Haake et al., vol. 412, Heinz Nixdorf Institut, Universität Paderborn, 2023, pp.
45–64, doi:10.5281/zenodo.8068430.
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
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doi: 10.5281/zenodo.8068430
editor:
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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
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creator: florida
date_created: 2023-07-07T07:14:49Z
date_updated: 2023-07-07T11:22:39Z
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file_date_updated: 2023-07-07T11:22:39Z
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name: 'SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen
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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: Empirical Analysis in Markets for OTF Services
type: book_chapter
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volume: 412
year: '2023'
...