---
_id: '47833'
author:
- first_name: Jürgen
  full_name: König, Jürgen
  last_name: König
citation:
  ama: König J. <i>On the Membership and Correctness Problem for State Serializability
    and Value Opacity</i>.; 2023.
  apa: König, J. (2023). <i>On the Membership and Correctness Problem for State Serializability
    and Value Opacity</i>.
  bibtex: '@book{König_2023, title={On the Membership and Correctness Problem for
    State Serializability and Value Opacity}, author={König, Jürgen}, year={2023}
    }'
  chicago: König, Jürgen. <i>On the Membership and Correctness Problem for State Serializability
    and Value Opacity</i>, 2023.
  ieee: J. König, <i>On the Membership and Correctness Problem for State Serializability
    and Value Opacity</i>. 2023.
  mla: König, Jürgen. <i>On the Membership and Correctness Problem for State Serializability
    and Value Opacity</i>. 2023.
  short: J. König, On the Membership and Correctness Problem for State Serializability
    and Value Opacity, 2023.
date_created: 2023-10-06T12:41:35Z
date_updated: 2023-10-06T12:41:42Z
department:
- _id: '77'
language:
- iso: eng
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'
status: public
supervisor:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
title: On the Membership and Correctness Problem for State Serializability and Value
  Opacity
type: dissertation
user_id: '15504'
year: '2023'
...
---
_id: '53801'
abstract:
- lang: eng
  text: 'In this study, we evaluate the impact of gender-biased data from German-language
    physician reviews on the fairness of fine-tuned language models. For two different
    downstream tasks, we use data reported to be gender biased and aggregate it with
    annotations. First, we propose a new approach to aspect-based sentiment analysis
    that allows identifying, extracting, and classifying implicit and explicit aspect
    phrases and their polarity within a single model. The second task we present is
    grade prediction, where we predict the overall grade of a review on the basis
    of the review text. For both tasks, we train numerous transformer models and evaluate
    their performance. The aggregation of sensitive attributes, such as a physician’s
    gender and migration background, with individual text reviews allows us to measure
    the performance of the models with respect to these sensitive groups. These group-wise
    performance measures act as extrinsic bias measures for our downstream tasks.
    In addition, we translate several gender-specific templates of the intrinsic bias
    metrics into the German language and evaluate our fine-tuned models. Based on
    this set of tasks, fine-tuned models, and intrinsic and extrinsic bias measures,
    we perform correlation analyses between intrinsic and extrinsic bias measures.
    In terms of sensitive groups and effect sizes, our bias measure results show different
    directions. Furthermore, correlations between measures of intrinsic and extrinsic
    bias can be observed in different directions. This leads us to conclude that gender-biased
    data does not inherently lead to biased models. Other variables, such as template
    dependency for intrinsic measures and label distribution in the data, must be
    taken into account as they strongly influence the metric results. Therefore, we
    suggest that metrics and templates should be chosen according to the given task
    and the biases to be assessed. '
article_number: '102235'
article_type: original
author:
- first_name: Joschka
  full_name: Kersting, Joschka
  id: '58701'
  last_name: Kersting
- first_name: Falk
  full_name: Maoro, Falk
  last_name: Maoro
- first_name: Michaela
  full_name: Geierhos, Michaela
  last_name: Geierhos
citation:
  ama: 'Kersting J, Maoro F, Geierhos M. Towards comparable ratings: Exploring bias
    in German physician reviews. <i>Data &#38; Knowledge Engineering</i>. 2023;148.
    doi:<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>'
  apa: 'Kersting, J., Maoro, F., &#38; Geierhos, M. (2023). Towards comparable ratings:
    Exploring bias in German physician reviews. <i>Data &#38; Knowledge Engineering</i>,
    <i>148</i>, Article 102235. <a href="https://doi.org/10.1016/j.datak.2023.102235">https://doi.org/10.1016/j.datak.2023.102235</a>'
  bibtex: '@article{Kersting_Maoro_Geierhos_2023, title={Towards comparable ratings:
    Exploring bias in German physician reviews}, volume={148}, DOI={<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>},
    number={102235}, journal={Data &#38; Knowledge Engineering}, publisher={Elsevier},
    author={Kersting, Joschka and Maoro, Falk and Geierhos, Michaela}, year={2023}
    }'
  chicago: 'Kersting, Joschka, Falk Maoro, and Michaela Geierhos. “Towards Comparable
    Ratings: Exploring Bias in German Physician Reviews.” <i>Data &#38; Knowledge
    Engineering</i> 148 (2023). <a href="https://doi.org/10.1016/j.datak.2023.102235">https://doi.org/10.1016/j.datak.2023.102235</a>.'
  ieee: 'J. Kersting, F. Maoro, and M. Geierhos, “Towards comparable ratings: Exploring
    bias in German physician reviews,” <i>Data &#38; Knowledge Engineering</i>, vol.
    148, Art. no. 102235, 2023, doi: <a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>.'
  mla: 'Kersting, Joschka, et al. “Towards Comparable Ratings: Exploring Bias in German
    Physician Reviews.” <i>Data &#38; Knowledge Engineering</i>, vol. 148, 102235,
    Elsevier, 2023, doi:<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>.'
  short: J. Kersting, F. Maoro, M. Geierhos, Data &#38; Knowledge Engineering 148
    (2023).
date_created: 2024-04-30T12:30:56Z
date_updated: 2024-04-30T12:41:14Z
ddc:
- '004'
department:
- _id: '579'
doi: 10.1016/j.datak.2023.102235
file:
- access_level: closed
  content_type: application/pdf
  creator: jkers
  date_created: 2024-04-30T12:34:35Z
  date_updated: 2024-04-30T12:34:35Z
  file_id: '53802'
  file_name: Kersting 2023.pdf
  file_size: 1381398
  relation: main_file
  success: 1
file_date_updated: 2024-04-30T12:34:35Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '       148'
keyword:
- Language model fairness
- Aspect phrase classification
- Grade prediction
- Physician reviews
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: ' https://doi.org/10.1016/j.datak.2023.102235 '
oa: '1'
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: Data & Knowledge Engineering
publication_identifier:
  issn:
  - 0169-023X
publication_status: published
publisher: Elsevier
status: public
title: 'Towards comparable ratings: Exploring bias in German physician reviews'
type: journal_article
user_id: '58701'
volume: 148
year: '2023'
...
---
_id: '45888'
author:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
- first_name: Eric
  full_name: Bodden, Eric
  id: '59256'
  last_name: Bodden
  orcid: 0000-0003-3470-3647
- first_name: 'Philipp '
  full_name: 'Schubert, Philipp '
  last_name: Schubert
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
- first_name: Marie-Christine
  full_name: Jakobs, Marie-Christine
  last_name: Jakobs
citation:
  ama: 'Wehrheim H, Platzner M, Bodden E, Schubert P, Pauck F, Jakobs M-C. Verifying
    Software and Reconfigurable Hardware 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; 2023:125-144. doi:<a
    href="https://doi.org/10.5281/zenodo.8068583">10.5281/zenodo.8068583</a>'
  apa: Wehrheim, H., Platzner, M., Bodden, E., Schubert, P., Pauck, F., &#38; Jakobs,
    M.-C. (2023). Verifying Software and Reconfigurable Hardware 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. 125–144). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068583">https://doi.org/10.5281/zenodo.8068583</a>
  bibtex: '@inbook{Wehrheim_Platzner_Bodden_Schubert_Pauck_Jakobs_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Verifying Software
    and Reconfigurable Hardware Services}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068583">10.5281/zenodo.8068583</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Wehrheim, Heike
    and Platzner, Marco and Bodden, Eric and Schubert, Philipp  and Pauck, Felix and
    Jakobs, Marie-Christine}, editor={Haake, Claus-Jochen and Meyer auf der Heide,
    Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
    pages={125–144}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Wehrheim, Heike, Marco Platzner, Eric Bodden, Philipp  Schubert, Felix
    Pauck, and Marie-Christine Jakobs. “Verifying Software and Reconfigurable Hardware
    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, 412:125–44. Verlagsschriftenreihe
    Des Heinz Nixdorf Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn,
    2023. <a href="https://doi.org/10.5281/zenodo.8068583">https://doi.org/10.5281/zenodo.8068583</a>.'
  ieee: 'H. Wehrheim, M. Platzner, E. Bodden, P. Schubert, F. Pauck, and M.-C. Jakobs,
    “Verifying Software and Reconfigurable Hardware 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. 125–144.'
  mla: Wehrheim, Heike, et al. “Verifying Software and Reconfigurable Hardware 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. 125–44, doi:<a href="https://doi.org/10.5281/zenodo.8068583">10.5281/zenodo.8068583</a>.
  short: 'H. Wehrheim, M. Platzner, E. Bodden, P. Schubert, F. Pauck, M.-C. Jakobs,
    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. 125–144.'
date_created: 2023-07-07T08:01:23Z
date_updated: 2024-05-02T10:29:31Z
ddc:
- '004'
department:
- _id: '7'
- _id: '78'
doi: 10.5281/zenodo.8068583
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: 2023-07-07T08:01:12Z
  date_updated: 2023-07-07T11:18:59Z
  file_id: '45889'
  file_name: B4-Chapter-SFB-Buch-Final.pdf
  file_size: 840964
  relation: main_file
file_date_updated: 2023-07-07T11:18:59Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 125-144
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: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
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: Verifying Software and Reconfigurable Hardware Services
type: book_chapter
user_id: '398'
volume: 412
year: '2023'
...
---
_id: '45863'
abstract:
- lang: eng
  text: "In the proposal for our CRC in 2011, we formulated a vision of markets for\r\nIT
    services that describes an approach to the provision of such services\r\nthat
    was novel at that time and, to a large extent, remains so today:\r\n„Our vision
    of on-the-fly computing is that of IT services individually and\r\nautomatically
    configured and brought to execution from flexibly combinable\r\nservices traded
    on markets. At the same time, we aim at organizing\r\nmarkets whose participants
    maintain a lively market of services through\r\nappropriate entrepreneurial actions.“\r\nOver
    the last 12 years, we have developed methods and techniques to\r\naddress problems
    critical to the convenient, efficient, and secure use of\r\non-the-fly computing.
    Among other things, we have made the description\r\nof services more convenient
    by allowing natural language input,\r\nincreased the quality of configured services
    through (natural language)\r\ninteraction and more efficient configuration processes
    and analysis\r\nprocedures, made the quality of (the products of) providers in
    the\r\nmarketplace transparent through reputation systems, and increased the\r\nresource
    efficiency of execution through reconfigurable heterogeneous\r\ncomputing nodes
    and an integrated treatment of service description and\r\nconfiguration. We have
    also developed network infrastructures that have\r\na high degree of adaptivity,
    scalability, efficiency, and reliability, and\r\nprovide cryptographic guarantees
    of anonymity and security for market\r\nparticipants and their products and services.\r\nTo
    demonstrate the pervasiveness of the OTF computing approach, we\r\nhave implemented
    a proof-of-concept for OTF computing that can run\r\ntypical scenarios of an OTF
    market. We illustrated the approach using\r\na cutting-edge application scenario
    – automated machine learning (AutoML).\r\nFinally, we have been pushing our work
    for the perpetuation of\r\nOn-The-Fly Computing beyond the SFB and sharing the
    expertise gained\r\nin the SFB in events with industry partners as well as transfer
    projects.\r\nThis work required a broad spectrum of expertise. Computer scientists\r\nand
    economists with research interests such as computer networks and\r\ndistributed
    algorithms, security and cryptography, software engineering\r\nand verification,
    configuration and machine learning, computer engineering\r\nand HPC, microeconomics
    and game theory, business informatics\r\nand management have successfully collaborated
    here."
alternative_title:
- Collaborative Research Centre 901 (2011 – 2023)
author:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  id: '20801'
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  id: '15523'
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  id: '3900'
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
citation:
  ama: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H. <i>On-The-Fly
    Computing -- Individualized IT-Services in Dynamic Markets</i>. Vol 412. Heinz
    Nixdorf Institut, Universität Paderborn; 2023. doi:<a href="https://doi.org/10.17619/UNIPB/1-1797">10.17619/UNIPB/1-1797</a>
  apa: Haake, C.-J., Meyer auf der Heide, F., Platzner, M., Wachsmuth, H., &#38; Wehrheim,
    H. (2023). <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>
    (Vol. 412). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.17619/UNIPB/1-1797">https://doi.org/10.17619/UNIPB/1-1797</a>
  bibtex: '@book{Haake_Meyer auf der Heide_Platzner_Wachsmuth_Wehrheim_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly
    Computing -- Individualized IT-services in dynamic markets}, volume={412}, DOI={<a
    href="https://doi.org/10.17619/UNIPB/1-1797">10.17619/UNIPB/1-1797</a>}, publisher={Heinz
    Nixdorf Institut, Universität Paderborn}, author={Haake, Claus-Jochen and Meyer
    auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim,
    Heike}, year={2023}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Haake, Claus-Jochen, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
    Wachsmuth, and Heike Wehrheim. <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>. Vol. 412. Verlagsschriftenreihe Des Heinz Nixdorf Instituts.
    Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a href="https://doi.org/10.17619/UNIPB/1-1797">https://doi.org/10.17619/UNIPB/1-1797</a>.'
  ieee: 'C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim,
    <i>On-The-Fly Computing -- Individualized IT-services in dynamic markets</i>,
    vol. 412. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023.'
  mla: Haake, Claus-Jochen, et al. <i>On-The-Fly Computing -- Individualized IT-Services
    in Dynamic Markets</i>. Heinz Nixdorf Institut, Universität Paderborn, 2023, doi:<a
    href="https://doi.org/10.17619/UNIPB/1-1797">10.17619/UNIPB/1-1797</a>.
  short: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim,
    On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
    Institut, Universität Paderborn, Paderborn, 2023.
date_created: 2023-07-05T07:16:51Z
date_updated: 2024-07-12T12:07:59Z
ddc:
- '000'
department:
- _id: '7'
- _id: '78'
- _id: '26'
doi: 10.17619/UNIPB/1-1797
file:
- access_level: open_access
  content_type: application/pdf
  creator: ups
  date_created: 2023-07-05T07:15:55Z
  date_updated: 2023-07-05T07:19:14Z
  file_id: '45864'
  file_name: SFB-Buch-Final.pdf
  file_size: 15480050
  relation: main_file
file_date_updated: 2023-07-05T07:19:14Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: '247'
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: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '5'
  grant_number: '160364472'
  name: 'SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen
    Netzen (Subproject A1)'
- _id: '7'
  grant_number: '160364472'
  name: 'SFB 901 - A3: SFB 901 - Der Markt für Services: Anreize, Algorithmen, Implementation
    (Subproject A3)'
- _id: '8'
  grant_number: '160364472'
  name: 'SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen
    (Subproject A4)'
- _id: '9'
  grant_number: '160364472'
  name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
    B1)'
- _id: '10'
  grant_number: '160364472'
  name: 'SFB 901 - B2: Konfiguration und Bewertung (B02)'
- _id: '11'
  name: 'SFB 901 - B3: SFB 901 - Subproject B3'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '13'
  grant_number: '160364472'
  name: 'SFB 901 - C1: SFB 901 - Subproject C1'
- _id: '14'
  grant_number: '160364472'
  name: 'SFB 901 - C2: SFB 901 - On-The-Fly Compute Centers I: Heterogene Ausführungsumgebungen
    (Subproject C2)'
- _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)'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '84'
  grant_number: '160364472'
  name: 'SFB 901 - T2: SFB 901 -Subproject T2'
publication_identifier:
  unknown:
  - 978-3-947647-31-6
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: On-The-Fly Computing -- Individualized IT-services in dynamic markets
type: book
user_id: '1112'
volume: 412
year: '2023'
...
---
_id: '35426'
author:
- first_name: Cedric
  full_name: Richter, Cedric
  id: '50003'
  last_name: Richter
- first_name: Jan Frederik
  full_name: Haltermann, Jan Frederik
  id: '44413'
  last_name: Haltermann
- first_name: Marie-Christine
  full_name: Jakobs, Marie-Christine
  last_name: Jakobs
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
- first_name: Stefan
  full_name: Schott, Stefan
  id: '54847'
  last_name: Schott
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
citation:
  ama: 'Richter C, Haltermann JF, Jakobs M-C, Pauck F, Schott S, Wehrheim H. Are Neural
    Bug Detectors Comparable to Software Developers on Variable Misuse Bugs? In: <i>37th
    IEEE/ACM International Conference on Automated Software Engineering</i>. ACM;
    2023. doi:<a href="https://doi.org/10.1145/3551349.3561156">10.1145/3551349.3561156</a>'
  apa: Richter, C., Haltermann, J. F., Jakobs, M.-C., Pauck, F., Schott, S., &#38;
    Wehrheim, H. (2023). Are Neural Bug Detectors Comparable to Software Developers
    on Variable Misuse Bugs? <i>37th IEEE/ACM International Conference on Automated
    Software Engineering</i>. <a href="https://doi.org/10.1145/3551349.3561156">https://doi.org/10.1145/3551349.3561156</a>
  bibtex: '@inproceedings{Richter_Haltermann_Jakobs_Pauck_Schott_Wehrheim_2023, title={Are
    Neural Bug Detectors Comparable to Software Developers on Variable Misuse Bugs?},
    DOI={<a href="https://doi.org/10.1145/3551349.3561156">10.1145/3551349.3561156</a>},
    booktitle={37th IEEE/ACM International Conference on Automated Software Engineering},
    publisher={ACM}, author={Richter, Cedric and Haltermann, Jan Frederik and Jakobs,
    Marie-Christine and Pauck, Felix and Schott, Stefan and Wehrheim, Heike}, year={2023}
    }'
  chicago: Richter, Cedric, Jan Frederik Haltermann, Marie-Christine Jakobs, Felix
    Pauck, Stefan Schott, and Heike Wehrheim. “Are Neural Bug Detectors Comparable
    to Software Developers on Variable Misuse Bugs?” In <i>37th IEEE/ACM International
    Conference on Automated Software Engineering</i>. ACM, 2023. <a href="https://doi.org/10.1145/3551349.3561156">https://doi.org/10.1145/3551349.3561156</a>.
  ieee: 'C. Richter, J. F. Haltermann, M.-C. Jakobs, F. Pauck, S. Schott, and H. Wehrheim,
    “Are Neural Bug Detectors Comparable to Software Developers on Variable Misuse
    Bugs?,” 2023, doi: <a href="https://doi.org/10.1145/3551349.3561156">10.1145/3551349.3561156</a>.'
  mla: Richter, Cedric, et al. “Are Neural Bug Detectors Comparable to Software Developers
    on Variable Misuse Bugs?” <i>37th IEEE/ACM International Conference on Automated
    Software Engineering</i>, ACM, 2023, doi:<a href="https://doi.org/10.1145/3551349.3561156">10.1145/3551349.3561156</a>.
  short: 'C. Richter, J.F. Haltermann, M.-C. Jakobs, F. Pauck, S. Schott, H. Wehrheim,
    in: 37th IEEE/ACM International Conference on Automated Software Engineering,
    ACM, 2023.'
date_created: 2023-01-09T06:28:44Z
date_updated: 2023-01-19T13:50:18Z
department:
- _id: '77'
doi: 10.1145/3551349.3561156
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1145/3551349.3561156
oa: '1'
project:
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '1'
  name: 'SFB 901: SFB 901'
publication: 37th IEEE/ACM International Conference on Automated Software Engineering
publication_status: published
publisher: ACM
status: public
title: Are Neural Bug Detectors Comparable to Software Developers on Variable Misuse
  Bugs?
type: conference
user_id: '477'
year: '2023'
...
---
_id: '35427'
author:
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
citation:
  ama: 'Pauck F. Scaling Arbitrary Android App Analyses. In: <i>37th IEEE/ACM International
    Conference on Automated Software Engineering</i>. ACM; 2023. doi:<a href="https://doi.org/10.1145/3551349.3561339">10.1145/3551349.3561339</a>'
  apa: Pauck, F. (2023). Scaling Arbitrary Android App Analyses. <i>37th IEEE/ACM
    International Conference on Automated Software Engineering</i>. <a href="https://doi.org/10.1145/3551349.3561339">https://doi.org/10.1145/3551349.3561339</a>
  bibtex: '@inproceedings{Pauck_2023, title={Scaling Arbitrary Android App Analyses},
    DOI={<a href="https://doi.org/10.1145/3551349.3561339">10.1145/3551349.3561339</a>},
    booktitle={37th IEEE/ACM International Conference on Automated Software Engineering},
    publisher={ACM}, author={Pauck, Felix}, year={2023} }'
  chicago: Pauck, Felix. “Scaling Arbitrary Android App Analyses.” In <i>37th IEEE/ACM
    International Conference on Automated Software Engineering</i>. ACM, 2023. <a
    href="https://doi.org/10.1145/3551349.3561339">https://doi.org/10.1145/3551349.3561339</a>.
  ieee: 'F. Pauck, “Scaling Arbitrary Android App Analyses,” 2023, doi: <a href="https://doi.org/10.1145/3551349.3561339">10.1145/3551349.3561339</a>.'
  mla: Pauck, Felix. “Scaling Arbitrary Android App Analyses.” <i>37th IEEE/ACM International
    Conference on Automated Software Engineering</i>, ACM, 2023, doi:<a href="https://doi.org/10.1145/3551349.3561339">10.1145/3551349.3561339</a>.
  short: 'F. Pauck, in: 37th IEEE/ACM International Conference on Automated Software
    Engineering, ACM, 2023.'
date_created: 2023-01-09T06:32:33Z
date_updated: 2023-01-19T13:49:52Z
department:
- _id: '77'
doi: 10.1145/3551349.3561339
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1145/3551349.3561339
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publication: 37th IEEE/ACM International Conference on Automated Software Engineering
publication_status: published
publisher: ACM
status: public
title: Scaling Arbitrary Android App Analyses
type: conference
user_id: '477'
year: '2023'
...
---
_id: '44194'
author:
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '72764'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
- first_name: Muhammad
  full_name: Awais, Muhammad
  last_name: Awais
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Ahmed QA, Awais M, Platzner M. MAAS: Hiding Trojans in Approximate Circuits.
    In: <i>The 24th International Symposium on Quality Electronic Design (ISQED’23),
    San Francisco, Califorina USA</i>. ; 2023.'
  apa: 'Ahmed, Q. A., Awais, M., &#38; Platzner, M. (2023). MAAS: Hiding Trojans in
    Approximate Circuits. <i>The 24th International Symposium on Quality Electronic
    Design (ISQED’23), San Francisco, Califorina USA</i>. The 24th International Symposium
    on Quality Electronic Design (ISQED’23), San Fransico CA 94023-0607, USA.'
  bibtex: '@inproceedings{Ahmed_Awais_Platzner_2023, title={MAAS: Hiding Trojans in
    Approximate Circuits}, booktitle={The 24th International Symposium on Quality
    Electronic Design (ISQED’23), San Francisco, Califorina USA}, author={Ahmed, Qazi
    Arbab and Awais, Muhammad and Platzner, Marco}, year={2023} }'
  chicago: 'Ahmed, Qazi Arbab, Muhammad Awais, and Marco Platzner. “MAAS: Hiding Trojans
    in Approximate Circuits.” In <i>The 24th International Symposium on Quality Electronic
    Design (ISQED’23), San Francisco, Califorina USA</i>, 2023.'
  ieee: 'Q. A. Ahmed, M. Awais, and M. Platzner, “MAAS: Hiding Trojans in Approximate
    Circuits,” presented at the The 24th International Symposium on Quality Electronic
    Design (ISQED’23), San Fransico CA 94023-0607, USA, 2023.'
  mla: 'Ahmed, Qazi Arbab, et al. “MAAS: Hiding Trojans in Approximate Circuits.”
    <i>The 24th International Symposium on Quality Electronic Design (ISQED’23), San
    Francisco, Califorina USA</i>, 2023.'
  short: 'Q.A. Ahmed, M. Awais, M. Platzner, in: The 24th International Symposium
    on Quality Electronic Design (ISQED’23), San Francisco, Califorina USA, 2023.'
conference:
  end_date: 2023-04-07
  location: San Fransico CA 94023-0607, USA
  name: The 24th International Symposium on Quality Electronic Design (ISQED'23)
  start_date: 2023-04-05
date_created: 2023-04-26T13:04:56Z
date_updated: 2023-05-10T13:52:14Z
ddc:
- '620'
department:
- _id: '78'
file:
- access_level: open_access
  content_type: application/pdf
  creator: qazi
  date_created: 2023-04-26T13:03:54Z
  date_updated: 2023-05-10T13:52:14Z
  file_id: '44196'
  file_name: s4Bp4-041.pdf
  file_size: 614626
  relation: main_file
file_date_updated: 2023-05-10T13:52:14Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '1'
  name: 'SFB 901: SFB 901'
publication: The 24th International Symposium on Quality Electronic Design (ISQED'23),
  San Francisco, Califorina USA
status: public
title: 'MAAS: Hiding Trojans in Approximate Circuits'
type: conference
user_id: '72764'
year: '2023'
...
---
_id: '43108'
author:
- first_name: Felix
  full_name: Pauck, Felix
  id: '22398'
  last_name: Pauck
citation:
  ama: Pauck F. <i>Cooperative Android App Analysis</i>. Paderborn University; 2023.
    doi:<a href="https://doi.org/10.17619/UNIPB/1-1698">10.17619/UNIPB/1-1698</a>
  apa: Pauck, F. (2023). <i>Cooperative Android App Analysis</i>. Paderborn University.
    <a href="https://doi.org/10.17619/UNIPB/1-1698">https://doi.org/10.17619/UNIPB/1-1698</a>
  bibtex: '@book{Pauck_2023, title={Cooperative Android App Analysis}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1698">10.17619/UNIPB/1-1698</a>},
    publisher={Paderborn University}, author={Pauck, Felix}, year={2023} }'
  chicago: Pauck, Felix. <i>Cooperative Android App Analysis</i>. Paderborn University,
    2023. <a href="https://doi.org/10.17619/UNIPB/1-1698">https://doi.org/10.17619/UNIPB/1-1698</a>.
  ieee: F. Pauck, <i>Cooperative Android App Analysis</i>. Paderborn University, 2023.
  mla: Pauck, Felix. <i>Cooperative Android App Analysis</i>. Paderborn University,
    2023, doi:<a href="https://doi.org/10.17619/UNIPB/1-1698">10.17619/UNIPB/1-1698</a>.
  short: F. Pauck, Cooperative Android App Analysis, Paderborn University, 2023.
date_created: 2023-03-27T07:39:35Z
date_updated: 2023-05-22T04:57:42Z
department:
- _id: '77'
doi: 10.17619/UNIPB/1-1698
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publisher: Paderborn University
status: public
supervisor:
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
title: Cooperative Android App Analysis
type: dissertation
user_id: '22398'
year: '2023'
...
---
_id: '44323'
abstract:
- lang: eng
  text: "Reading between the lines has so far been reserved for humans. The present
    dissertation addresses this research gap using machine learning methods.\r\nImplicit
    expressions are not comprehensible by computers and cannot be localized in the
    text. However, many texts arise on interpersonal topics that, unlike commercial
    evaluation texts, often imply information only by means of longer phrases. Examples
    are the kindness and the attentiveness of a doctor, which are only paraphrased
    (“he didn’t even look me in the eye”). The analysis of such data, especially the
    identification and localization of implicit statements, is a research gap (1).
    This work uses so-called Aspect-based Sentiment Analysis as a method for this
    purpose. It remains open how the aspect categories to be extracted can be discovered
    and thematically delineated based on the data (2). Furthermore, it is not yet
    explored how a collection of tools should look like, with which implicit phrases
    can be identified and thus made explicit\r\n(3). Last, it is an open question
    how to correlate the identified phrases from the text data with other data, including
    the investigation of the relationship between quantitative scores (e.g., school
    grades) and the thematically related text (4). Based on these research gaps, the
    research question is posed as follows: Using text mining methods, how can implicit
    rating content be properly interpreted and thus made explicit before it is automatically
    categorized and quantified?\r\nThe uniqueness of this dissertation is based on
    the automated recognition of implicit linguistic statements alongside explicit
    statements. These are identified in unstructured text data so that features expressed
    only in the text can later be compared across data sources, even though they were
    not included in rating categories such as stars or school grades. German-language
    physician ratings from websites in three countries serve as the sample domain.
    The solution approach consists of data creation, a pipeline for text processing
    and analyses based on this. In the data creation, aspect classes are identified
    and delineated across platforms and marked in text data. This results in six datasets
    with over 70,000 annotated sentences and detailed guidelines. The models that
    were created based on the training data extract and categorize the aspects. In
    addition, the sentiment polarity and the evaluation weight, i. e., the importance
    of each phrase, are determined. The models, which are combined in a pipeline,
    are used in a prototype in the form of a web application. The analyses built on
    the pipeline quantify the rating contents by linking the obtained information
    with further data, thus allowing new insights.\r\nAs a result, a toolbox is provided
    to identify quantifiable rating content and categories using text mining for a
    sample domain. This is used to evaluate the approach, which in principle can also
    be adapted to any other domain."
author:
- first_name: Joschka
  full_name: Kersting, Joschka
  id: '58701'
  last_name: Kersting
citation:
  ama: Kersting J. <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
    mittels Text Mining</i>. Universität der Bundeswehr München ; 2023.
  apa: Kersting, J. (2023). <i>Identifizierung quantifizierbarer Bewertungsinhalte
    und -kategorien mittels Text Mining</i>. Universität der Bundeswehr München .
  bibtex: '@book{Kersting_2023, place={Neubiberg}, title={Identifizierung quantifizierbarer
    Bewertungsinhalte und -kategorien mittels Text Mining}, publisher={Universität
    der Bundeswehr München }, author={Kersting, Joschka}, year={2023} }'
  chicago: 'Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte
    und -kategorien mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr
    München , 2023.'
  ieee: 'J. Kersting, <i>Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
    mittels Text Mining</i>. Neubiberg: Universität der Bundeswehr München , 2023.'
  mla: Kersting, Joschka. <i>Identifizierung quantifizierbarer Bewertungsinhalte und
    -kategorien mittels Text Mining</i>. Universität der Bundeswehr München , 2023.
  short: J. Kersting, Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien
    mittels Text Mining, Universität der Bundeswehr München , Neubiberg, 2023.
date_created: 2023-05-02T12:54:00Z
date_updated: 2023-07-03T12:29:50Z
department:
- _id: '579'
- _id: '7'
language:
- iso: ger
page: '208'
place: Neubiberg
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '9'
  grant_number: '160364472'
  name: 'SFB 901 - B1: SFB 901 - Subproject B1'
publication_status: published
publisher: 'Universität der Bundeswehr München '
related_material:
  link:
  - relation: supplementary_material
    url: https://athene-forschung.unibw.de/145003
status: public
supervisor:
- first_name: Michaela
  full_name: Geierhos, Michaela
  id: '42496'
  last_name: Geierhos
  orcid: 0000-0002-8180-5606
title: Identifizierung quantifizierbarer Bewertungsinhalte und -kategorien mittels
  Text Mining
type: dissertation
user_id: '58701'
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:
- access_level: open_access
  content_type: application/pdf
  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
  file_size: 1342718
  relation: main_file
file_date_updated: 2023-07-07T11:20:52Z
has_accepted_license: '1'
intvolume: '       412'
language:
- 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. <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: '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: '46205'
abstract:
- lang: eng
  text: We present a concept for quantifying evaluative phrases to later compare rating
    texts numerically instead of just relying on stars or grades. We achievethis by
    combining deep learning models in an aspect-based sentiment analysis pipeline
    along with sentiment weighting, polarity, and correlation analyses that combine
    deep learning results with metadata. The results provide new insights for the
    medical field. Our application domain, physician reviews, shows that there are
    millions of review texts on the Internet that cannot yet be comprehensively analyzed
    because previous studies have focused on explicit aspects from other domains (e.g.,
    products). We identify, extract, and classify implicit and explicit aspect phrases
    equally from German-language review texts. To do so, we annotated aspect phrases
    representing reviews on numerous aspects of a physician, medical practice, or
    practice staff. We apply the best performing transformer model, XLM-RoBERTa, to
    a large physician review dataset and correlate the results with existing metadata.
    As a result, we can show different correlations between the sentiment polarity
    of certain aspect classes (e.g., friendliness, practice equipment) and physicians’
    professions (e.g., surgeon, ophthalmologist). As a result, we have individual
    numerical scores that contain a variety of information based on deep learning
    algorithms that extract textual (evaluative) information and metadata from the
    Web.
author:
- first_name: Joschka
  full_name: Kersting, Joschka
  id: '58701'
  last_name: Kersting
- first_name: Michaela
  full_name: Geierhos, Michaela
  id: '42496'
  last_name: Geierhos
  orcid: 0000-0002-8180-5606
citation:
  ama: 'Kersting J, Geierhos M. Towards Comparable Ratings: Quantifying Evaluative
    Phrases in Physician Reviews. In: Cuzzocrea A, Gusikhin O, Hammoudi S, Quix C,
    eds. <i>Data Management Technologies and Applications</i>. Vol 1860. Communications
    in Computer and Information Science. Springer Nature Switzerland; 2023:45-65.
    doi:<a href="https://doi.org/10.1007/978-3-031-37890-4_3">10.1007/978-3-031-37890-4_3</a>'
  apa: 'Kersting, J., &#38; Geierhos, M. (2023). Towards Comparable Ratings: Quantifying
    Evaluative Phrases in Physician Reviews. In A. Cuzzocrea, O. Gusikhin, S. Hammoudi,
    &#38; C. Quix (Eds.), <i>Data Management Technologies and Applications</i> (Vol.
    1860, pp. 45–65). Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-37890-4_3">https://doi.org/10.1007/978-3-031-37890-4_3</a>'
  bibtex: '@inbook{Kersting_Geierhos_2023, place={Cham}, series={Communications in
    Computer and Information Science}, title={Towards Comparable Ratings: Quantifying
    Evaluative Phrases in Physician Reviews}, volume={1860}, DOI={<a href="https://doi.org/10.1007/978-3-031-37890-4_3">10.1007/978-3-031-37890-4_3</a>},
    booktitle={Data Management Technologies and Applications}, publisher={Springer
    Nature Switzerland}, author={Kersting, Joschka and Geierhos, Michaela}, editor={Cuzzocrea,
    Alfredo and Gusikhin, Oleg and Hammoudi, Slimane and Quix, Christoph}, year={2023},
    pages={45–65}, collection={Communications in Computer and Information Science}
    }'
  chicago: 'Kersting, Joschka, and Michaela Geierhos. “Towards Comparable Ratings:
    Quantifying Evaluative Phrases in Physician Reviews.” In <i>Data Management Technologies
    and Applications</i>, edited by Alfredo Cuzzocrea, Oleg Gusikhin, Slimane Hammoudi,
    and Christoph Quix, 1860:45–65. Communications in Computer and Information Science.
    Cham: Springer Nature Switzerland, 2023. <a href="https://doi.org/10.1007/978-3-031-37890-4_3">https://doi.org/10.1007/978-3-031-37890-4_3</a>.'
  ieee: 'J. Kersting and M. Geierhos, “Towards Comparable Ratings: Quantifying Evaluative
    Phrases in Physician Reviews,” in <i>Data Management Technologies and Applications</i>,
    vol. 1860, A. Cuzzocrea, O. Gusikhin, S. Hammoudi, and C. Quix, Eds. Cham: Springer
    Nature Switzerland, 2023, pp. 45–65.'
  mla: 'Kersting, Joschka, and Michaela Geierhos. “Towards Comparable Ratings: Quantifying
    Evaluative Phrases in Physician Reviews.” <i>Data Management Technologies and
    Applications</i>, edited by Alfredo Cuzzocrea et al., vol. 1860, Springer Nature
    Switzerland, 2023, pp. 45–65, doi:<a href="https://doi.org/10.1007/978-3-031-37890-4_3">10.1007/978-3-031-37890-4_3</a>.'
  short: 'J. Kersting, M. Geierhos, in: A. Cuzzocrea, O. Gusikhin, S. Hammoudi, C.
    Quix (Eds.), Data Management Technologies and Applications, Springer Nature Switzerland,
    Cham, 2023, pp. 45–65.'
date_created: 2023-07-28T15:03:14Z
date_updated: 2023-07-28T15:11:10Z
ddc:
- '004'
department:
- _id: '579'
doi: 10.1007/978-3-031-37890-4_3
editor:
- first_name: Alfredo
  full_name: Cuzzocrea, Alfredo
  last_name: Cuzzocrea
- first_name: Oleg
  full_name: Gusikhin, Oleg
  last_name: Gusikhin
- first_name: Slimane
  full_name: Hammoudi, Slimane
  last_name: Hammoudi
- first_name: Christoph
  full_name: Quix, Christoph
  last_name: Quix
file:
- access_level: closed
  content_type: application/pdf
  creator: jkers
  date_created: 2023-07-28T15:10:48Z
  date_updated: 2023-07-28T15:10:48Z
  file_id: '46207'
  file_name: Kersting and Geierhos (2023), Kersting2023b.pdf
  file_size: 746336
  relation: main_file
  success: 1
file_date_updated: 2023-07-28T15:10:48Z
has_accepted_license: '1'
intvolume: '      1860'
language:
- iso: eng
page: 45-65
place: Cham
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '9'
  grant_number: '160364472'
  name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
    B1)'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
publication: Data Management Technologies and Applications
publication_identifier:
  isbn:
  - '9783031378898'
  - '9783031378904'
  issn:
  - 1865-0929
  - 1865-0937
publication_status: published
publisher: Springer Nature Switzerland
series_title: Communications in Computer and Information Science
status: public
title: 'Towards Comparable Ratings: Quantifying Evaluative Phrases in Physician Reviews'
type: book_chapter
user_id: '58701'
volume: 1860
year: '2023'
...
---
_id: '45780'
author:
- first_name: Alexander
  full_name: Tornede, Alexander
  id: '38209'
  last_name: Tornede
citation:
  ama: 'Tornede A. <i>Advanced Algorithm Selection with Machine Learning: Handling
    Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions</i>.;
    2023. doi:<a href="https://doi.org/10.17619/UNIPB/1-1780 ">10.17619/UNIPB/1-1780
    </a>'
  apa: 'Tornede, A. (2023). <i>Advanced Algorithm Selection with Machine Learning:
    Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta
    Level Decisions</i>. <a href="https://doi.org/10.17619/UNIPB/1-1780 ">https://doi.org/10.17619/UNIPB/1-1780
    </a>'
  bibtex: '@book{Tornede_2023, title={Advanced Algorithm Selection with Machine Learning:
    Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta
    Level Decisions}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1780 ">10.17619/UNIPB/1-1780
    </a>}, author={Tornede, Alexander}, year={2023} }'
  chicago: 'Tornede, Alexander. <i>Advanced Algorithm Selection with Machine Learning:
    Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta
    Level Decisions</i>, 2023. <a href="https://doi.org/10.17619/UNIPB/1-1780 ">https://doi.org/10.17619/UNIPB/1-1780
    </a>.'
  ieee: 'A. Tornede, <i>Advanced Algorithm Selection with Machine Learning: Handling
    Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions</i>.
    2023.'
  mla: 'Tornede, Alexander. <i>Advanced Algorithm Selection with Machine Learning:
    Handling Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta
    Level Decisions</i>. 2023, doi:<a href="https://doi.org/10.17619/UNIPB/1-1780
    ">10.17619/UNIPB/1-1780 </a>.'
  short: 'A. Tornede, Advanced Algorithm Selection with Machine Learning: Handling
    Large Algorithm Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions,
    2023.'
date_created: 2023-06-27T05:20:14Z
date_updated: 2023-08-04T06:01:49Z
ddc:
- '006'
department:
- _id: '355'
doi: '10.17619/UNIPB/1-1780 '
file:
- access_level: open_access
  content_type: application/pdf
  creator: ahetzer
  date_created: 2023-07-24T08:40:35Z
  date_updated: 2023-07-24T08:42:01Z
  file_id: '46118'
  file_name: dissertation_alexander_tornede_final_publishing_compressed.pdf
  file_size: 4300633
  relation: main_file
  title: ' Advanced Algorithm Selection with Machine Learning: Handling Large Algorithm
    Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions'
file_date_updated: 2023-07-24T08:42:01Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '10'
  grant_number: '160364472'
  name: 'SFB 901 - B2: Konfiguration und Bewertung (B02)'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
status: public
supervisor:
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  last_name: Hüllermeier
title: 'Advanced Algorithm Selection with Machine Learning: Handling Large Algorithm
  Sets, Learning From Censored Data, and Simplyfing Meta Level Decisions'
type: dissertation
user_id: '15504'
year: '2023'
...
---
_id: '29945'
author:
- first_name: Linus Matthias
  full_name: Witschen, Linus Matthias
  id: '49051'
  last_name: Witschen
- first_name: Tobias
  full_name: Wiersema, Tobias
  id: '3118'
  last_name: Wiersema
- first_name: Lucas David
  full_name: Reuter, Lucas David
  last_name: Reuter
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Witschen LM, Wiersema T, Reuter LD, Platzner M. Search Space Characterization
    for Approximate Logic Synthesis . In: <i>2022 59th ACM/IEEE Design Automation
    Conference (DAC)</i>.'
  apa: Witschen, L. M., Wiersema, T., Reuter, L. D., &#38; Platzner, M. (n.d.). Search
    Space Characterization for Approximate Logic Synthesis . <i>2022 59th ACM/IEEE
    Design Automation Conference (DAC)</i>. 2022 59th ACM/IEEE Design Automation Conference
    (DAC), San Francisco, USA.
  bibtex: '@inproceedings{Witschen_Wiersema_Reuter_Platzner, title={Search Space Characterization
    for Approximate Logic Synthesis }, booktitle={2022 59th ACM/IEEE Design Automation
    Conference (DAC)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Reuter,
    Lucas David and Platzner, Marco} }'
  chicago: Witschen, Linus Matthias, Tobias Wiersema, Lucas David Reuter, and Marco
    Platzner. “Search Space Characterization for Approximate Logic Synthesis .” In
    <i>2022 59th ACM/IEEE Design Automation Conference (DAC)</i>, n.d.
  ieee: L. M. Witschen, T. Wiersema, L. D. Reuter, and M. Platzner, “Search Space
    Characterization for Approximate Logic Synthesis ,” presented at the 2022 59th
    ACM/IEEE Design Automation Conference (DAC), San Francisco, USA.
  mla: Witschen, Linus Matthias, et al. “Search Space Characterization for Approximate
    Logic Synthesis .” <i>2022 59th ACM/IEEE Design Automation Conference (DAC)</i>.
  short: 'L.M. Witschen, T. Wiersema, L.D. Reuter, M. Platzner, in: 2022 59th ACM/IEEE
    Design Automation Conference (DAC), n.d.'
conference:
  end_date: 2022-07-14
  location: San Francisco, USA
  name: 2022 59th ACM/IEEE Design Automation Conference (DAC)
  start_date: 2022-07-10
date_created: 2022-02-22T07:51:38Z
date_updated: 2022-02-22T07:51:42Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publication: 2022 59th ACM/IEEE Design Automation Conference (DAC)
publication_status: accepted
status: public
title: 'Search Space Characterization for Approximate Logic Synthesis '
type: conference
user_id: '49051'
year: '2022'
...
---
_id: '29865'
author:
- first_name: Linus Matthias
  full_name: Witschen, Linus Matthias
  id: '49051'
  last_name: Witschen
- first_name: Tobias
  full_name: Wiersema, Tobias
  id: '3118'
  last_name: Wiersema
- first_name: Matthias
  full_name: Artmann, Matthias
  last_name: Artmann
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Witschen LM, Wiersema T, Artmann M, Platzner M. MUSCAT: MUS-based Circuit
    Approximation Technique. In: <i>Design, Automation and Test in Europe (DATE)</i>.'
  apa: 'Witschen, L. M., Wiersema, T., Artmann, M., &#38; Platzner, M. (n.d.). MUSCAT:
    MUS-based Circuit Approximation Technique. <i>Design, Automation and Test in Europe
    (DATE)</i>. Design, Automation and Test in Europe (DATE), Online.'
  bibtex: '@inproceedings{Witschen_Wiersema_Artmann_Platzner, title={MUSCAT: MUS-based
    Circuit Approximation Technique}, booktitle={Design, Automation and Test in Europe
    (DATE)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Artmann, Matthias
    and Platzner, Marco} }'
  chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Matthias Artmann, and Marco
    Platzner. “MUSCAT: MUS-Based Circuit Approximation Technique.” In <i>Design, Automation
    and Test in Europe (DATE)</i>, n.d.'
  ieee: 'L. M. Witschen, T. Wiersema, M. Artmann, and M. Platzner, “MUSCAT: MUS-based
    Circuit Approximation Technique,” presented at the Design, Automation and Test
    in Europe (DATE), Online.'
  mla: 'Witschen, Linus Matthias, et al. “MUSCAT: MUS-Based Circuit Approximation
    Technique.” <i>Design, Automation and Test in Europe (DATE)</i>.'
  short: 'L.M. Witschen, T. Wiersema, M. Artmann, M. Platzner, in: Design, Automation
    and Test in Europe (DATE), n.d.'
conference:
  location: Online
  name: Design, Automation and Test in Europe (DATE)
date_created: 2022-02-16T16:22:23Z
date_updated: 2022-02-22T07:52:01Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Design, Automation and Test in Europe (DATE)
publication_status: accepted
status: public
title: 'MUSCAT: MUS-based Circuit Approximation Technique'
type: conference
user_id: '49051'
year: '2022'
...
---
_id: '30868'
abstract:
- lang: eng
  text: "Algorithm configuration (AC) is concerned with the automated search of the\r\nmost
    suitable parameter configuration of a parametrized algorithm. There is\r\ncurrently
    a wide variety of AC problem variants and methods proposed in the\r\nliterature.
    Existing reviews do not take into account all derivatives of the AC\r\nproblem,
    nor do they offer a complete classification scheme. To this end, we\r\nintroduce
    taxonomies to describe the AC problem and features of configuration\r\nmethods,
    respectively. We review existing AC literature within the lens of our\r\ntaxonomies,
    outline relevant design choices of configuration approaches,\r\ncontrast methods
    and problem variants against each other, and describe the\r\nstate of AC in industry.
    Finally, our review provides researchers and\r\npractitioners with a look at future
    research directions in the field of AC."
author:
- first_name: Elias
  full_name: Schede, Elias
  last_name: Schede
- first_name: Jasmin
  full_name: Brandt, Jasmin
  last_name: Brandt
- 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'
- first_name: Viktor
  full_name: Bengs, Viktor
  id: '76599'
  last_name: Bengs
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Kevin
  full_name: Tierney, Kevin
  last_name: Tierney
citation:
  ama: Schede E, Brandt J, Tornede A, et al. A Survey of Methods for Automated Algorithm
    Configuration. <i>arXiv:220201651</i>. Published online 2022.
  apa: Schede, E., Brandt, J., Tornede, A., Wever, M. D., Bengs, V., Hüllermeier,
    E., &#38; Tierney, K. (2022). A Survey of Methods for Automated Algorithm Configuration.
    In <i>arXiv:2202.01651</i>.
  bibtex: '@article{Schede_Brandt_Tornede_Wever_Bengs_Hüllermeier_Tierney_2022, title={A
    Survey of Methods for Automated Algorithm Configuration}, journal={arXiv:2202.01651},
    author={Schede, Elias and Brandt, Jasmin and Tornede, Alexander and Wever, Marcel
    Dominik and Bengs, Viktor and Hüllermeier, Eyke and Tierney, Kevin}, year={2022}
    }'
  chicago: Schede, Elias, Jasmin Brandt, Alexander Tornede, Marcel Dominik Wever,
    Viktor Bengs, Eyke Hüllermeier, and Kevin Tierney. “A Survey of Methods for Automated
    Algorithm Configuration.” <i>ArXiv:2202.01651</i>, 2022.
  ieee: E. Schede <i>et al.</i>, “A Survey of Methods for Automated Algorithm Configuration,”
    <i>arXiv:2202.01651</i>. 2022.
  mla: Schede, Elias, et al. “A Survey of Methods for Automated Algorithm Configuration.”
    <i>ArXiv:2202.01651</i>, 2022.
  short: E. Schede, J. Brandt, A. Tornede, M.D. Wever, V. Bengs, E. Hüllermeier, K.
    Tierney, ArXiv:2202.01651 (2022).
date_created: 2022-04-12T12:00:08Z
date_updated: 2022-04-12T12:01:15Z
department:
- _id: '34'
- _id: '7'
- _id: '26'
external_id:
  arxiv:
  - '2202.01651'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  name: 'SFB 901 - B2: SFB 901 - Subproject B2'
publication: arXiv:2202.01651
status: public
title: A Survey of Methods for Automated Algorithm Configuration
type: preprint
user_id: '38209'
year: '2022'
...
---
_id: '32311'
abstract:
- lang: eng
  text: Testing is one of the most frequent means of quality assurance for software.
    Property-based testing aims at generating test suites for checking code against
    user-defined properties. Test input generation is, however, most often independent
    of the property to be checked, and is instead based on random or user-defined
    data generation.In this paper, we present property-driven unit testing of functions
    with numerical inputs and outputs. Alike property-based testing, it allows users
    to define the properties to be tested for. Contrary to property-based testing,
    it also uses the property for a targeted generation of test inputs. Our approach
    is a form of learning-based testing where we first of all learn a model of a given
    black-box function using standard machine learning algorithms, and in a second
    step use model and property for test input generation. This allows us to test
    both predefined functions as well as machine learned regression models. Our experimental
    evaluation shows that our property-driven approach is more effective than standard
    property-based testing techniques.
author:
- first_name: Arnab
  full_name: Sharma, Arnab
  id: '67200'
  last_name: Sharma
- first_name: Vitaly
  full_name: Melnikov, Vitaly
  id: '58747'
  last_name: Melnikov
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
citation:
  ama: 'Sharma A, Melnikov V, Hüllermeier E, Wehrheim H. Property-Driven Testing of
    Black-Box Functions. In: <i>Proceedings of the 10th IEEE/ACM International Conference
    on Formal Methods in Software Engineering (FormaliSE)</i>. IEEE; 2022:113-123.'
  apa: Sharma, A., Melnikov, V., Hüllermeier, E., &#38; Wehrheim, H. (2022). Property-Driven
    Testing of Black-Box Functions. <i>Proceedings of the 10th IEEE/ACM International
    Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 113–123.
  bibtex: '@inproceedings{Sharma_Melnikov_Hüllermeier_Wehrheim_2022, title={Property-Driven
    Testing of Black-Box Functions}, booktitle={Proceedings of the 10th IEEE/ACM International
    Conference on Formal Methods in Software Engineering (FormaliSE)}, publisher={IEEE},
    author={Sharma, Arnab and Melnikov, Vitaly and Hüllermeier, Eyke and Wehrheim,
    Heike}, year={2022}, pages={113–123} }'
  chicago: Sharma, Arnab, Vitaly Melnikov, Eyke Hüllermeier, and Heike Wehrheim. “Property-Driven
    Testing of Black-Box Functions.” In <i>Proceedings of the 10th IEEE/ACM International
    Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 113–23.
    IEEE, 2022.
  ieee: A. Sharma, V. Melnikov, E. Hüllermeier, and H. Wehrheim, “Property-Driven
    Testing of Black-Box Functions,” in <i>Proceedings of the 10th IEEE/ACM International
    Conference on Formal Methods in Software Engineering (FormaliSE)</i>, 2022, pp.
    113–123.
  mla: Sharma, Arnab, et al. “Property-Driven Testing of Black-Box Functions.” <i>Proceedings
    of the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering
    (FormaliSE)</i>, IEEE, 2022, pp. 113–23.
  short: 'A. Sharma, V. Melnikov, E. Hüllermeier, H. Wehrheim, in: Proceedings of
    the 10th IEEE/ACM International Conference on Formal Methods in Software Engineering
    (FormaliSE), IEEE, 2022, pp. 113–123.'
date_created: 2022-07-01T11:18:03Z
date_updated: 2022-07-01T11:21:36Z
department:
- _id: '7'
language:
- iso: eng
page: 113-123
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '11'
  name: 'SFB 901 - B3: SFB 901 - Subproject B3'
publication: Proceedings of the 10th IEEE/ACM International Conference on Formal Methods
  in Software Engineering (FormaliSE)
publisher: IEEE
status: public
title: Property-Driven Testing of Black-Box Functions
type: conference
user_id: '477'
year: '2022'
...
---
_id: '34103'
abstract:
- lang: eng
  text: "It is well known that different algorithms perform differently well on an\r\ninstance
    of an algorithmic problem, motivating algorithm selection (AS): Given\r\nan instance
    of an algorithmic problem, which is the most suitable algorithm to\r\nsolve it?
    As such, the AS problem has received considerable attention resulting\r\nin various
    approaches - many of which either solve a regression or ranking\r\nproblem under
    the hood. Although both of these formulations yield very natural\r\nways to tackle
    AS, they have considerable weaknesses. On the one hand,\r\ncorrectly predicting
    the performance of an algorithm on an instance is a\r\nsufficient, but not a necessary
    condition to produce a correct ranking over\r\nalgorithms and in particular ranking
    the best algorithm first. On the other\r\nhand, classical ranking approaches often
    do not account for concrete\r\nperformance values available in the training data,
    but only leverage rankings\r\ncomposed from such data. We propose HARRIS- Hybrid
    rAnking and RegRessIon\r\nforeSts - a new algorithm selector leveraging special
    forests, combining the\r\nstrengths of both approaches while alleviating their
    weaknesses. HARRIS'\r\ndecisions are based on a forest model, whose trees are
    created based on splits\r\noptimized on a hybrid ranking and regression loss function.
    As our preliminary\r\nexperimental study on ASLib shows, HARRIS improves over
    standard algorithm\r\nselection approaches on some scenarios showing that combining
    ranking and\r\nregression in trees is indeed promising for AS."
author:
- first_name: Lukass
  full_name: Fehring, Lukass
  last_name: Fehring
- first_name: Jonas Manuel
  full_name: Hanselle, Jonas Manuel
  id: '43980'
  last_name: Hanselle
  orcid: 0000-0002-1231-4985
- first_name: Alexander
  full_name: Tornede, Alexander
  id: '38209'
  last_name: Tornede
citation:
  ama: 'Fehring L, Hanselle JM, Tornede A. HARRIS: Hybrid Ranking and Regression Forests
    for Algorithm Selection. In: <i>Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS
    2022</i>. ; 2022.'
  apa: 'Fehring, L., Hanselle, J. M., &#38; Tornede, A. (2022). HARRIS: Hybrid Ranking
    and Regression Forests for Algorithm Selection. <i>Workshop on Meta-Learning (MetaLearn
    2022) @ NeurIPS 2022</i>. Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS
    2022, Baltimore.'
  bibtex: '@inproceedings{Fehring_Hanselle_Tornede_2022, title={HARRIS: Hybrid Ranking
    and Regression Forests for Algorithm Selection}, booktitle={Workshop on Meta-Learning
    (MetaLearn 2022) @ NeurIPS 2022}, author={Fehring, Lukass and Hanselle, Jonas
    Manuel and Tornede, Alexander}, year={2022} }'
  chicago: 'Fehring, Lukass, Jonas Manuel Hanselle, and Alexander Tornede. “HARRIS:
    Hybrid Ranking and Regression Forests for Algorithm Selection.” In <i>Workshop
    on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022</i>, 2022.'
  ieee: 'L. Fehring, J. M. Hanselle, and A. Tornede, “HARRIS: Hybrid Ranking and Regression
    Forests for Algorithm Selection,” presented at the Workshop on Meta-Learning (MetaLearn
    2022) @ NeurIPS 2022, Baltimore, 2022.'
  mla: 'Fehring, Lukass, et al. “HARRIS: Hybrid Ranking and Regression Forests for
    Algorithm Selection.” <i>Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS
    2022</i>, 2022.'
  short: 'L. Fehring, J.M. Hanselle, A. Tornede, in: Workshop on Meta-Learning (MetaLearn
    2022) @ NeurIPS 2022, 2022.'
conference:
  location: Baltimore
  name: Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022
date_created: 2022-11-17T12:57:40Z
date_updated: 2022-11-17T13:00:53Z
external_id:
  arxiv:
  - '2210.17341'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '10'
  name: 'SFB 901 - B2: SFB 901 - Subproject B2'
publication: Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022
status: public
title: 'HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection'
type: conference
user_id: '38209'
year: '2022'
...
---
_id: '32590'
author:
- first_name: Cedric
  full_name: Richter, Cedric
  id: '50003'
  last_name: Richter
- first_name: Heike
  full_name: Wehrheim, Heike
  id: '573'
  last_name: Wehrheim
citation:
  ama: 'Richter C, Wehrheim H. Learning Realistic Mutations: Bug Creation for Neural
    Bug Detectors. In: <i>2022 IEEE Conference on Software Testing, Verification and
    Validation (ICST)</i>. ; 2022:162-173. doi:<a href="https://doi.org/10.1109/ICST53961.2022.00027">10.1109/ICST53961.2022.00027</a>'
  apa: 'Richter, C., &#38; Wehrheim, H. (2022). Learning Realistic Mutations: Bug
    Creation for Neural Bug Detectors. <i>2022 IEEE Conference on Software Testing,
    Verification and Validation (ICST)</i>, 162–173. <a href="https://doi.org/10.1109/ICST53961.2022.00027">https://doi.org/10.1109/ICST53961.2022.00027</a>'
  bibtex: '@inproceedings{Richter_Wehrheim_2022, title={Learning Realistic Mutations:
    Bug Creation for Neural Bug Detectors}, DOI={<a href="https://doi.org/10.1109/ICST53961.2022.00027">10.1109/ICST53961.2022.00027</a>},
    booktitle={2022 IEEE Conference on Software Testing, Verification and Validation
    (ICST)}, author={Richter, Cedric and Wehrheim, Heike}, year={2022}, pages={162–173}
    }'
  chicago: 'Richter, Cedric, and Heike Wehrheim. “Learning Realistic Mutations: Bug
    Creation for Neural Bug Detectors.” In <i>2022 IEEE Conference on Software Testing,
    Verification and Validation (ICST)</i>, 162–73, 2022. <a href="https://doi.org/10.1109/ICST53961.2022.00027">https://doi.org/10.1109/ICST53961.2022.00027</a>.'
  ieee: 'C. Richter and H. Wehrheim, “Learning Realistic Mutations: Bug Creation for
    Neural Bug Detectors,” in <i>2022 IEEE Conference on Software Testing, Verification
    and Validation (ICST)</i>, 2022, pp. 162–173, doi: <a href="https://doi.org/10.1109/ICST53961.2022.00027">10.1109/ICST53961.2022.00027</a>.'
  mla: 'Richter, Cedric, and Heike Wehrheim. “Learning Realistic Mutations: Bug Creation
    for Neural Bug Detectors.” <i>2022 IEEE Conference on Software Testing, Verification
    and Validation (ICST)</i>, 2022, pp. 162–73, doi:<a href="https://doi.org/10.1109/ICST53961.2022.00027">10.1109/ICST53961.2022.00027</a>.'
  short: 'C. Richter, H. Wehrheim, in: 2022 IEEE Conference on Software Testing, Verification
    and Validation (ICST), 2022, pp. 162–173.'
date_created: 2022-08-08T07:40:04Z
date_updated: 2022-11-18T09:45:40Z
department:
- _id: '77'
doi: 10.1109/ICST53961.2022.00027
language:
- iso: eng
page: 162-173
project:
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
publication: 2022 IEEE Conference on Software Testing, Verification and Validation
  (ICST)
status: public
title: 'Learning Realistic Mutations: Bug Creation for Neural Bug Detectors'
type: conference
user_id: '477'
year: '2022'
...
