---
_id: '457'
abstract:
- lang: eng
  text: Automatically composing service-based software solutionsis still a challenging
    task. Functional as well as nonfunctionalproperties have to be considered in order
    to satisfyindividual user requests. Regarding non-functional properties,the composition
    process can be modeled as optimization problemand solved accordingly. Functional
    properties, in turn, can bedescribed by means of a formal specification language.
    Statespacebased planning approaches can then be applied to solvethe underlying
    composition problem. However, depending on theexpressiveness of the applied formalism
    and the completenessof the functional descriptions, formally equivalent services
    maystill differ with respect to their implemented functionality. As aconsequence,
    the most appropriate solution for a desired functionalitycan hardly be determined
    without considering additionalinformation. In this paper, we demonstrate how to
    overcome thislack of information by means of Reinforcement Learning. Inorder to
    resolve ambiguity, we expand state-space based servicecomposition by a recommendation
    mechanism that supportsdecision-making beyond formal specifications. The recommendationmechanism
    adjusts its recommendation strategy basedon feedback from previous composition
    runs. Image processingserves as case study. Experimental results show the benefit
    of ourproposed solution.
author:
- first_name: Alexander
  full_name: Jungmann, Alexander
  last_name: Jungmann
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
- first_name: 'Bernd '
  full_name: 'Kleinjohann, Bernd '
  last_name: Kleinjohann
citation:
  ama: 'Jungmann A, Mohr F, Kleinjohann B. Applying Reinforcement Learning for Resolving
    Ambiguity in Service Composition. In: <i>Proceedings of the 7th International
    Conference on Service Oriented Computing and Applications (SOCA)</i>. ; 2014:105-112.
    doi:<a href="https://doi.org/10.1109/SOCA.2014.48">10.1109/SOCA.2014.48</a>'
  apa: Jungmann, A., Mohr, F., &#38; Kleinjohann, B. (2014). Applying Reinforcement
    Learning for Resolving Ambiguity in Service Composition. In <i>Proceedings of
    the 7th International Conference on Service Oriented Computing and Applications
    (SOCA)</i> (pp. 105–112). <a href="https://doi.org/10.1109/SOCA.2014.48">https://doi.org/10.1109/SOCA.2014.48</a>
  bibtex: '@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Applying Reinforcement
    Learning for Resolving Ambiguity in Service Composition}, DOI={<a href="https://doi.org/10.1109/SOCA.2014.48">10.1109/SOCA.2014.48</a>},
    booktitle={Proceedings of the 7th International Conference on Service Oriented
    Computing and Applications (SOCA)}, author={Jungmann, Alexander and Mohr, Felix
    and Kleinjohann, Bernd }, year={2014}, pages={105–112} }'
  chicago: Jungmann, Alexander, Felix Mohr, and Bernd  Kleinjohann. “Applying Reinforcement
    Learning for Resolving Ambiguity in Service Composition.” In <i>Proceedings of
    the 7th International Conference on Service Oriented Computing and Applications
    (SOCA)</i>, 105–12, 2014. <a href="https://doi.org/10.1109/SOCA.2014.48">https://doi.org/10.1109/SOCA.2014.48</a>.
  ieee: A. Jungmann, F. Mohr, and B. Kleinjohann, “Applying Reinforcement Learning
    for Resolving Ambiguity in Service Composition,” in <i>Proceedings of the 7th
    International Conference on Service Oriented Computing and Applications (SOCA)</i>,
    2014, pp. 105–112.
  mla: Jungmann, Alexander, et al. “Applying Reinforcement Learning for Resolving
    Ambiguity in Service Composition.” <i>Proceedings of the 7th International Conference
    on Service Oriented Computing and Applications (SOCA)</i>, 2014, pp. 105–12, doi:<a
    href="https://doi.org/10.1109/SOCA.2014.48">10.1109/SOCA.2014.48</a>.
  short: 'A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 7th International
    Conference on Service Oriented Computing and Applications (SOCA), 2014, pp. 105–112.'
date_created: 2017-10-17T12:42:21Z
date_updated: 2022-01-06T07:01:12Z
ddc:
- '040'
department:
- _id: '355'
doi: 10.1109/SOCA.2014.48
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-16T11:22:26Z
  date_updated: 2018-03-16T11:22:26Z
  file_id: '1339'
  file_name: 457-SOCA2014-Jungmann-Mohr.pdf
  file_size: 1324374
  relation: main_file
  success: 1
file_date_updated: 2018-03-16T11:22:26Z
has_accepted_license: '1'
language:
- iso: eng
page: 105-112
project:
- _id: '1'
  name: SFB 901
- _id: '10'
  name: SFB 901 - Subprojekt B2
- _id: '3'
  name: SFB 901 - Project Area B
publication: Proceedings of the 7th International Conference on Service Oriented Computing
  and Applications (SOCA)
status: public
title: Applying Reinforcement Learning for Resolving Ambiguity in Service Composition
type: conference
user_id: '477'
year: '2014'
...
---
_id: '428'
abstract:
- lang: eng
  text: Services are self-contained software components that can be used platform
    independent and that aim at maximizing software reuse. A basic concern in service
    oriented architectures is to measure the reusability of services. One of the most
    important qualities is the functional reusability, which indicates how relevant
    the task is that a service solves. Current metrics for functional reusability
    of software, however, either require source code analysis or have very little
    explanatory power. This paper gives a formally described vision statement for
    the estimation of functional reusability of services and sketches an exemplary
    reusability metric that is based on the service descriptions.
author:
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
citation:
  ama: 'Mohr F. Estimating Functional Reusability of Services. In: <i>Proceedings
    of the 12th International Conference on Service Oriented Computing (ICSOC)</i>.
    LNCS. ; 2014:411-418.'
  apa: Mohr, F. (2014). Estimating Functional Reusability of Services. In <i>Proceedings
    of the 12th International Conference on Service Oriented Computing (ICSOC)</i>
    (pp. 411–418).
  bibtex: '@inproceedings{Mohr_2014, series={LNCS}, title={Estimating Functional Reusability
    of Services}, booktitle={Proceedings of the 12th International Conference on Service
    Oriented Computing (ICSOC)}, author={Mohr, Felix}, year={2014}, pages={411–418},
    collection={LNCS} }'
  chicago: Mohr, Felix. “Estimating Functional Reusability of Services.” In <i>Proceedings
    of the 12th International Conference on Service Oriented Computing (ICSOC)</i>,
    411–18. LNCS, 2014.
  ieee: F. Mohr, “Estimating Functional Reusability of Services,” in <i>Proceedings
    of the 12th International Conference on Service Oriented Computing (ICSOC)</i>,
    2014, pp. 411–418.
  mla: Mohr, Felix. “Estimating Functional Reusability of Services.” <i>Proceedings
    of the 12th International Conference on Service Oriented Computing (ICSOC)</i>,
    2014, pp. 411–18.
  short: 'F. Mohr, in: Proceedings of the 12th International Conference on Service
    Oriented Computing (ICSOC), 2014, pp. 411–418.'
date_created: 2017-10-17T12:42:15Z
date_updated: 2022-01-06T07:00:47Z
ddc:
- '040'
department:
- _id: '355'
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-16T11:32:02Z
  date_updated: 2018-03-16T11:32:02Z
  file_id: '1357'
  file_name: 428-ICSOC14.pdf
  file_size: 200063
  relation: main_file
  success: 1
file_date_updated: 2018-03-16T11:32:02Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://link.springer.com/chapter/10.1007%2F978-3-662-45391-9_31
page: 411-418
project:
- _id: '1'
  name: SFB 901
- _id: '10'
  name: SFB 901 - Subprojekt B2
- _id: '3'
  name: SFB 901 - Project Area B
publication: Proceedings of the 12th International Conference on Service Oriented
  Computing (ICSOC)
series_title: LNCS
status: public
title: Estimating Functional Reusability of Services
type: conference
user_id: '477'
year: '2014'
...
---
_id: '16046'
author:
- first_name: M.
  full_name: Agarwal, M.
  last_name: Agarwal
- first_name: A.
  full_name: Fallah Tehrani, A.
  last_name: Fallah Tehrani
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Agarwal M, Fallah Tehrani A, Hüllermeier E. Preference-based learning of ideal
    solutions in TOPSIS-like decision models. <i>Journal of Multi-Criteria Decision
    Analysis</i>. 2014;22(3-4).
  apa: Agarwal, M., Fallah Tehrani, A., &#38; Hüllermeier, E. (2014). Preference-based
    learning of ideal solutions in TOPSIS-like decision models. <i>Journal of Multi-Criteria
    Decision Analysis</i>, <i>22</i>(3–4).
  bibtex: '@article{Agarwal_Fallah Tehrani_Hüllermeier_2014, title={Preference-based
    learning of ideal solutions in TOPSIS-like decision models}, volume={22}, number={3–4},
    journal={Journal of Multi-Criteria Decision Analysis}, author={Agarwal, M. and
    Fallah Tehrani, A. and Hüllermeier, Eyke}, year={2014} }'
  chicago: Agarwal, M., A. Fallah Tehrani, and Eyke Hüllermeier. “Preference-Based
    Learning of Ideal Solutions in TOPSIS-like Decision Models.” <i>Journal of Multi-Criteria
    Decision Analysis</i> 22, no. 3–4 (2014).
  ieee: M. Agarwal, A. Fallah Tehrani, and E. Hüllermeier, “Preference-based learning
    of ideal solutions in TOPSIS-like decision models,” <i>Journal of Multi-Criteria
    Decision Analysis</i>, vol. 22, no. 3–4, 2014.
  mla: Agarwal, M., et al. “Preference-Based Learning of Ideal Solutions in TOPSIS-like
    Decision Models.” <i>Journal of Multi-Criteria Decision Analysis</i>, vol. 22,
    no. 3–4, 2014.
  short: M. Agarwal, A. Fallah Tehrani, E. Hüllermeier, Journal of Multi-Criteria
    Decision Analysis 22 (2014).
date_created: 2020-02-24T16:12:27Z
date_updated: 2022-01-06T06:52:42Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        22'
issue: 3-4
language:
- iso: eng
publication: Journal of Multi-Criteria Decision Analysis
status: public
title: Preference-based learning of ideal solutions in TOPSIS-like decision models
type: journal_article
user_id: '49109'
volume: 22
year: '2014'
...
---
_id: '16060'
author:
- first_name: T.
  full_name: Krotzky, T.
  last_name: Krotzky
- first_name: T.
  full_name: Fober, T.
  last_name: Fober
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: G.
  full_name: Klebe, G.
  last_name: Klebe
citation:
  ama: Krotzky T, Fober T, Hüllermeier E, Klebe G. Extended graph-based models for
    enhanced similarity search in Cabase. <i>IEEE/ACM Transactions of Computational
    Biology and Bioinformatics</i>. 2014;11(5):878-890.
  apa: Krotzky, T., Fober, T., Hüllermeier, E., &#38; Klebe, G. (2014). Extended graph-based
    models for enhanced similarity search in Cabase. <i>IEEE/ACM Transactions of Computational
    Biology and Bioinformatics</i>, <i>11</i>(5), 878–890.
  bibtex: '@article{Krotzky_Fober_Hüllermeier_Klebe_2014, title={Extended graph-based
    models for enhanced similarity search in Cabase}, volume={11}, number={5}, journal={IEEE/ACM
    Transactions of Computational Biology and Bioinformatics}, author={Krotzky, T.
    and Fober, T. and Hüllermeier, Eyke and Klebe, G.}, year={2014}, pages={878–890}
    }'
  chicago: 'Krotzky, T., T. Fober, Eyke Hüllermeier, and G. Klebe. “Extended Graph-Based
    Models for Enhanced Similarity Search in Cabase.” <i>IEEE/ACM Transactions of
    Computational Biology and Bioinformatics</i> 11, no. 5 (2014): 878–90.'
  ieee: T. Krotzky, T. Fober, E. Hüllermeier, and G. Klebe, “Extended graph-based
    models for enhanced similarity search in Cabase,” <i>IEEE/ACM Transactions of
    Computational Biology and Bioinformatics</i>, vol. 11, no. 5, pp. 878–890, 2014.
  mla: Krotzky, T., et al. “Extended Graph-Based Models for Enhanced Similarity Search
    in Cabase.” <i>IEEE/ACM Transactions of Computational Biology and Bioinformatics</i>,
    vol. 11, no. 5, 2014, pp. 878–90.
  short: T. Krotzky, T. Fober, E. Hüllermeier, G. Klebe, IEEE/ACM Transactions of
    Computational Biology and Bioinformatics 11 (2014) 878–890.
date_created: 2020-02-24T16:34:16Z
date_updated: 2022-01-06T06:52:42Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        11'
issue: '5'
language:
- iso: eng
page: 878-890
publication: IEEE/ACM Transactions of Computational Biology and Bioinformatics
status: public
title: Extended graph-based models for enhanced similarity search in Cabase
type: journal_article
user_id: '49109'
volume: 11
year: '2014'
...
---
_id: '16064'
author:
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Hüllermeier E. Learning from imprecise and fuzzy observations: Data disambiguation
    through generalized loss minimization. <i>International Journal of Approximate
    Reasoning</i>. 2014;55(7):1519-1534.'
  apa: 'Hüllermeier, E. (2014). Learning from imprecise and fuzzy observations: Data
    disambiguation through generalized loss minimization. <i>International Journal
    of Approximate Reasoning</i>, <i>55</i>(7), 1519–1534.'
  bibtex: '@article{Hüllermeier_2014, title={Learning from imprecise and fuzzy observations:
    Data disambiguation through generalized loss minimization}, volume={55}, number={7},
    journal={International Journal of Approximate Reasoning}, author={Hüllermeier,
    Eyke}, year={2014}, pages={1519–1534} }'
  chicago: 'Hüllermeier, Eyke. “Learning from Imprecise and Fuzzy Observations: Data
    Disambiguation through Generalized Loss Minimization.” <i>International Journal
    of Approximate Reasoning</i> 55, no. 7 (2014): 1519–34.'
  ieee: 'E. Hüllermeier, “Learning from imprecise and fuzzy observations: Data disambiguation
    through generalized loss minimization,” <i>International Journal of Approximate
    Reasoning</i>, vol. 55, no. 7, pp. 1519–1534, 2014.'
  mla: 'Hüllermeier, Eyke. “Learning from Imprecise and Fuzzy Observations: Data Disambiguation
    through Generalized Loss Minimization.” <i>International Journal of Approximate
    Reasoning</i>, vol. 55, no. 7, 2014, pp. 1519–34.'
  short: E. Hüllermeier, International Journal of Approximate Reasoning 55 (2014)
    1519–1534.
date_created: 2020-02-24T16:38:22Z
date_updated: 2022-01-06T06:52:42Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        55'
issue: '7'
language:
- iso: eng
page: 1519-1534
publication: International Journal of Approximate Reasoning
status: public
title: 'Learning from imprecise and fuzzy observations: Data disambiguation through
  generalized loss minimization'
type: journal_article
user_id: '49109'
volume: 55
year: '2014'
...
---
_id: '16069'
author:
- first_name: Sascha
  full_name: Henzgen, Sascha
  last_name: Henzgen
- first_name: M.
  full_name: Strickert, M.
  last_name: Strickert
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Henzgen S, Strickert M, Hüllermeier E. Visualization of evolving fuzzy-rule-based
    systems. <i>Evolving Systems</i>. 2014;5:175-191.
  apa: Henzgen, S., Strickert, M., &#38; Hüllermeier, E. (2014). Visualization of
    evolving fuzzy-rule-based systems. <i>Evolving Systems</i>, <i>5</i>, 175–191.
  bibtex: '@article{Henzgen_Strickert_Hüllermeier_2014, title={Visualization of evolving
    fuzzy-rule-based systems}, volume={5}, journal={Evolving Systems}, author={Henzgen,
    Sascha and Strickert, M. and Hüllermeier, Eyke}, year={2014}, pages={175–191}
    }'
  chicago: 'Henzgen, Sascha, M. Strickert, and Eyke Hüllermeier. “Visualization of
    Evolving Fuzzy-Rule-Based Systems.” <i>Evolving Systems</i> 5 (2014): 175–91.'
  ieee: S. Henzgen, M. Strickert, and E. Hüllermeier, “Visualization of evolving fuzzy-rule-based
    systems,” <i>Evolving Systems</i>, vol. 5, pp. 175–191, 2014.
  mla: Henzgen, Sascha, et al. “Visualization of Evolving Fuzzy-Rule-Based Systems.”
    <i>Evolving Systems</i>, vol. 5, 2014, pp. 175–91.
  short: S. Henzgen, M. Strickert, E. Hüllermeier, Evolving Systems 5 (2014) 175–191.
date_created: 2020-02-24T16:45:06Z
date_updated: 2022-01-06T06:52:42Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '         5'
language:
- iso: eng
page: 175-191
publication: Evolving Systems
status: public
title: Visualization of evolving fuzzy-rule-based systems
type: journal_article
user_id: '49109'
volume: 5
year: '2014'
...
---
_id: '16077'
author:
- first_name: Robert
  full_name: Busa-Fekete, Robert
  last_name: Busa-Fekete
- first_name: B.
  full_name: Szörenyi, B.
  last_name: Szörenyi
- first_name: P.
  full_name: Weng, P.
  last_name: Weng
- first_name: W.
  full_name: Cheng, W.
  last_name: Cheng
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Busa-Fekete R, Szörenyi B, Weng P, Cheng W, Hüllermeier E. Preference-based
    reinforcement learning: evolutionary direct policy search using a preference-based
    racing algorithm. <i>Machine Learning</i>. 2014;97(3):327-351.'
  apa: 'Busa-Fekete, R., Szörenyi, B., Weng, P., Cheng, W., &#38; Hüllermeier, E.
    (2014). Preference-based reinforcement learning: evolutionary direct policy search
    using a preference-based racing algorithm. <i>Machine Learning</i>, <i>97</i>(3),
    327–351.'
  bibtex: '@article{Busa-Fekete_Szörenyi_Weng_Cheng_Hüllermeier_2014, title={Preference-based
    reinforcement learning: evolutionary direct policy search using a preference-based
    racing algorithm.}, volume={97}, number={3}, journal={Machine Learning}, author={Busa-Fekete,
    Robert and Szörenyi, B. and Weng, P. and Cheng, W. and Hüllermeier, Eyke}, year={2014},
    pages={327–351} }'
  chicago: 'Busa-Fekete, Robert, B. Szörenyi, P. Weng, W. Cheng, and Eyke Hüllermeier.
    “Preference-Based Reinforcement Learning: Evolutionary Direct Policy Search Using
    a Preference-Based Racing Algorithm.” <i>Machine Learning</i> 97, no. 3 (2014):
    327–51.'
  ieee: 'R. Busa-Fekete, B. Szörenyi, P. Weng, W. Cheng, and E. Hüllermeier, “Preference-based
    reinforcement learning: evolutionary direct policy search using a preference-based
    racing algorithm.,” <i>Machine Learning</i>, vol. 97, no. 3, pp. 327–351, 2014.'
  mla: 'Busa-Fekete, Robert, et al. “Preference-Based Reinforcement Learning: Evolutionary
    Direct Policy Search Using a Preference-Based Racing Algorithm.” <i>Machine Learning</i>,
    vol. 97, no. 3, 2014, pp. 327–51.'
  short: R. Busa-Fekete, B. Szörenyi, P. Weng, W. Cheng, E. Hüllermeier, Machine Learning
    97 (2014) 327–351.
date_created: 2020-02-25T15:33:07Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        97'
issue: '3'
language:
- iso: eng
page: 327-351
publication: Machine Learning
status: public
title: 'Preference-based reinforcement learning: evolutionary direct policy search
  using a preference-based racing algorithm.'
type: journal_article
user_id: '49109'
volume: 97
year: '2014'
...
---
_id: '16078'
author:
- first_name: G.
  full_name: Krempl, G.
  last_name: Krempl
- first_name: I.
  full_name: Zliobaite, I.
  last_name: Zliobaite
- first_name: D.
  full_name: Brzezinski, D.
  last_name: Brzezinski
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: M.
  full_name: Last, M.
  last_name: Last
- first_name: V.
  full_name: Lemaire, V.
  last_name: Lemaire
- first_name: T.
  full_name: Noack, T.
  last_name: Noack
- first_name: A.
  full_name: Shaker, A.
  last_name: Shaker
- first_name: S.
  full_name: Sievi, S.
  last_name: Sievi
- first_name: M.
  full_name: Spiliopoulou, M.
  last_name: Spiliopoulou
- first_name: J.
  full_name: Stefanowski, J.
  last_name: Stefanowski
citation:
  ama: Krempl G, Zliobaite I, Brzezinski D, et al. Open challenges for data stream
    mining research. <i>SIGKDD Explorations</i>. 2014;16(1):1-10.
  apa: Krempl, G., Zliobaite, I., Brzezinski, D., Hüllermeier, E., Last, M., Lemaire,
    V., … Stefanowski, J. (2014). Open challenges for data stream mining research.
    <i>SIGKDD Explorations</i>, <i>16</i>(1), 1–10.
  bibtex: '@article{Krempl_Zliobaite_Brzezinski_Hüllermeier_Last_Lemaire_Noack_Shaker_Sievi_Spiliopoulou_et
    al._2014, title={Open challenges for data stream mining research}, volume={16},
    number={1}, journal={SIGKDD Explorations}, author={Krempl, G. and Zliobaite, I.
    and Brzezinski, D. and Hüllermeier, Eyke and Last, M. and Lemaire, V. and Noack,
    T. and Shaker, A. and Sievi, S. and Spiliopoulou, M. and et al.}, year={2014},
    pages={1–10} }'
  chicago: 'Krempl, G., I. Zliobaite, D. Brzezinski, Eyke Hüllermeier, M. Last, V.
    Lemaire, T. Noack, et al. “Open Challenges for Data Stream Mining Research.” <i>SIGKDD
    Explorations</i> 16, no. 1 (2014): 1–10.'
  ieee: G. Krempl <i>et al.</i>, “Open challenges for data stream mining research,”
    <i>SIGKDD Explorations</i>, vol. 16, no. 1, pp. 1–10, 2014.
  mla: Krempl, G., et al. “Open Challenges for Data Stream Mining Research.” <i>SIGKDD
    Explorations</i>, vol. 16, no. 1, 2014, pp. 1–10.
  short: G. Krempl, I. Zliobaite, D. Brzezinski, E. Hüllermeier, M. Last, V. Lemaire,
    T. Noack, A. Shaker, S. Sievi, M. Spiliopoulou, J. Stefanowski, SIGKDD Explorations
    16 (2014) 1–10.
date_created: 2020-02-25T15:39:01Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        16'
issue: '1'
language:
- iso: eng
page: 1-10
publication: SIGKDD Explorations
status: public
title: Open challenges for data stream mining research
type: journal_article
user_id: '49109'
volume: 16
year: '2014'
...
---
_id: '16079'
author:
- first_name: M.
  full_name: Strickert, M.
  last_name: Strickert
- first_name: K.
  full_name: Bunte, K.
  last_name: Bunte
- first_name: F.M.
  full_name: Schleif, F.M.
  last_name: Schleif
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Strickert M, Bunte K, Schleif FM, Hüllermeier E. Correlation-based embedding
    of pairwise score data. <i>Neurocomputing</i>. 2014;141:97-109.
  apa: Strickert, M., Bunte, K., Schleif, F. M., &#38; Hüllermeier, E. (2014). Correlation-based
    embedding of pairwise score data. <i>Neurocomputing</i>, <i>141</i>, 97–109.
  bibtex: '@article{Strickert_Bunte_Schleif_Hüllermeier_2014, title={Correlation-based
    embedding of pairwise score data}, volume={141}, journal={Neurocomputing}, author={Strickert,
    M. and Bunte, K. and Schleif, F.M. and Hüllermeier, Eyke}, year={2014}, pages={97–109}
    }'
  chicago: 'Strickert, M., K. Bunte, F.M. Schleif, and Eyke Hüllermeier. “Correlation-Based
    Embedding of Pairwise Score Data.” <i>Neurocomputing</i> 141 (2014): 97–109.'
  ieee: M. Strickert, K. Bunte, F. M. Schleif, and E. Hüllermeier, “Correlation-based
    embedding of pairwise score data,” <i>Neurocomputing</i>, vol. 141, pp. 97–109,
    2014.
  mla: Strickert, M., et al. “Correlation-Based Embedding of Pairwise Score Data.”
    <i>Neurocomputing</i>, vol. 141, 2014, pp. 97–109.
  short: M. Strickert, K. Bunte, F.M. Schleif, E. Hüllermeier, Neurocomputing 141
    (2014) 97–109.
date_created: 2020-02-25T15:41:32Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '       141'
language:
- iso: eng
page: 97-109
publication: Neurocomputing
status: public
title: Correlation-based embedding of pairwise score data
type: journal_article
user_id: '49109'
volume: 141
year: '2014'
...
---
_id: '16080'
author:
- first_name: Ammar
  full_name: Shaker, Ammar
  last_name: Shaker
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Shaker A, Hüllermeier E. Survival analysis on data streams: Analyzing temporal
    events in dynamically changing environments. <i>International Journal of Applied
    Mathematics and Computer Science</i>. 2014;24(1):199-212.'
  apa: 'Shaker, A., &#38; Hüllermeier, E. (2014). Survival analysis on data streams:
    Analyzing temporal events in dynamically changing environments. <i>International
    Journal of Applied Mathematics and Computer Science</i>, <i>24</i>(1), 199–212.'
  bibtex: '@article{Shaker_Hüllermeier_2014, title={Survival analysis on data streams:
    Analyzing temporal events in dynamically changing environments}, volume={24},
    number={1}, journal={International Journal of Applied Mathematics and Computer
    Science}, author={Shaker, Ammar and Hüllermeier, Eyke}, year={2014}, pages={199–212}
    }'
  chicago: 'Shaker, Ammar, and Eyke Hüllermeier. “Survival Analysis on Data Streams:
    Analyzing Temporal Events in Dynamically Changing Environments.” <i>International
    Journal of Applied Mathematics and Computer Science</i> 24, no. 1 (2014): 199–212.'
  ieee: 'A. Shaker and E. Hüllermeier, “Survival analysis on data streams: Analyzing
    temporal events in dynamically changing environments,” <i>International Journal
    of Applied Mathematics and Computer Science</i>, vol. 24, no. 1, pp. 199–212,
    2014.'
  mla: 'Shaker, Ammar, and Eyke Hüllermeier. “Survival Analysis on Data Streams: Analyzing
    Temporal Events in Dynamically Changing Environments.” <i>International Journal
    of Applied Mathematics and Computer Science</i>, vol. 24, no. 1, 2014, pp. 199–212.'
  short: A. Shaker, E. Hüllermeier, International Journal of Applied Mathematics and
    Computer Science 24 (2014) 199–212.
date_created: 2020-02-25T15:44:54Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        24'
issue: '1'
language:
- iso: eng
page: 199-212
publication: International Journal of Applied Mathematics and Computer Science
status: public
title: 'Survival analysis on data streams: Analyzing temporal events in dynamically
  changing environments'
type: journal_article
user_id: '49109'
volume: 24
year: '2014'
...
---
_id: '16082'
author:
- first_name: Robin
  full_name: Senge, Robin
  last_name: Senge
- first_name: S.
  full_name: Bösner, S.
  last_name: Bösner
- first_name: K.
  full_name: Dembczynski, K.
  last_name: Dembczynski
- first_name: J.
  full_name: Haasenritter, J.
  last_name: Haasenritter
- first_name: O.
  full_name: Hirsch, O.
  last_name: Hirsch
- first_name: N.
  full_name: Donner-Banzhoff, N.
  last_name: Donner-Banzhoff
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Senge R, Bösner S, Dembczynski K, et al. Reliable classification: Learning
    classifiers that distinguish aleatoric and epistemic uncertainty. <i>Information
    Sciences</i>. 2014;255:16-29.'
  apa: 'Senge, R., Bösner, S., Dembczynski, K., Haasenritter, J., Hirsch, O., Donner-Banzhoff,
    N., &#38; Hüllermeier, E. (2014). Reliable classification: Learning classifiers
    that distinguish aleatoric and epistemic uncertainty. <i>Information Sciences</i>,
    <i>255</i>, 16–29.'
  bibtex: '@article{Senge_Bösner_Dembczynski_Haasenritter_Hirsch_Donner-Banzhoff_Hüllermeier_2014,
    title={Reliable classification: Learning classifiers that distinguish aleatoric
    and epistemic uncertainty}, volume={255}, journal={Information Sciences}, author={Senge,
    Robin and Bösner, S. and Dembczynski, K. and Haasenritter, J. and Hirsch, O. and
    Donner-Banzhoff, N. and Hüllermeier, Eyke}, year={2014}, pages={16–29} }'
  chicago: 'Senge, Robin, S. Bösner, K. Dembczynski, J. Haasenritter, O. Hirsch, N.
    Donner-Banzhoff, and Eyke Hüllermeier. “Reliable Classification: Learning Classifiers
    That Distinguish Aleatoric and Epistemic Uncertainty.” <i>Information Sciences</i>
    255 (2014): 16–29.'
  ieee: 'R. Senge <i>et al.</i>, “Reliable classification: Learning classifiers that
    distinguish aleatoric and epistemic uncertainty,” <i>Information Sciences</i>,
    vol. 255, pp. 16–29, 2014.'
  mla: 'Senge, Robin, et al. “Reliable Classification: Learning Classifiers That Distinguish
    Aleatoric and Epistemic Uncertainty.” <i>Information Sciences</i>, vol. 255, 2014,
    pp. 16–29.'
  short: R. Senge, S. Bösner, K. Dembczynski, J. Haasenritter, O. Hirsch, N. Donner-Banzhoff,
    E. Hüllermeier, Information Sciences 255 (2014) 16–29.
date_created: 2020-02-25T15:59:56Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '       255'
language:
- iso: eng
page: 16-29
publication: Information Sciences
status: public
title: 'Reliable classification: Learning classifiers that distinguish aleatoric and
  epistemic uncertainty'
type: journal_article
user_id: '49109'
volume: 255
year: '2014'
...
---
_id: '16083'
author:
- first_name: N.
  full_name: Donner-Banzhoff, N.
  last_name: Donner-Banzhoff
- first_name: J.
  full_name: Haasenritter, J.
  last_name: Haasenritter
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: A.
  full_name: Viniol, A.
  last_name: Viniol
- first_name: S.
  full_name: Bösner, S.
  last_name: Bösner
- first_name: A.
  full_name: Becker, A.
  last_name: Becker
citation:
  ama: Donner-Banzhoff N, Haasenritter J, Hüllermeier E, Viniol A, Bösner S, Becker
    A. The comprehensive diagnostic study is suggested as a design to model the diagnostic
    process. <i>Journal of Clinical Epidemiology</i>. 2014;2(67):124-132.
  apa: Donner-Banzhoff, N., Haasenritter, J., Hüllermeier, E., Viniol, A., Bösner,
    S., &#38; Becker, A. (2014). The comprehensive diagnostic study is suggested as
    a design to model the diagnostic process. <i>Journal of Clinical Epidemiology</i>,
    <i>2</i>(67), 124–132.
  bibtex: '@article{Donner-Banzhoff_Haasenritter_Hüllermeier_Viniol_Bösner_Becker_2014,
    title={The comprehensive diagnostic study is suggested as a design to model the
    diagnostic process}, volume={2}, number={67}, journal={Journal of Clinical Epidemiology},
    author={Donner-Banzhoff, N. and Haasenritter, J. and Hüllermeier, Eyke and Viniol,
    A. and Bösner, S. and Becker, A.}, year={2014}, pages={124–132} }'
  chicago: 'Donner-Banzhoff, N., J. Haasenritter, Eyke Hüllermeier, A. Viniol, S.
    Bösner, and A. Becker. “The Comprehensive Diagnostic Study Is Suggested as a Design
    to Model the Diagnostic Process.” <i>Journal of Clinical Epidemiology</i> 2, no.
    67 (2014): 124–32.'
  ieee: N. Donner-Banzhoff, J. Haasenritter, E. Hüllermeier, A. Viniol, S. Bösner,
    and A. Becker, “The comprehensive diagnostic study is suggested as a design to
    model the diagnostic process,” <i>Journal of Clinical Epidemiology</i>, vol. 2,
    no. 67, pp. 124–132, 2014.
  mla: Donner-Banzhoff, N., et al. “The Comprehensive Diagnostic Study Is Suggested
    as a Design to Model the Diagnostic Process.” <i>Journal of Clinical Epidemiology</i>,
    vol. 2, no. 67, 2014, pp. 124–32.
  short: N. Donner-Banzhoff, J. Haasenritter, E. Hüllermeier, A. Viniol, S. Bösner,
    A. Becker, Journal of Clinical Epidemiology 2 (2014) 124–132.
date_created: 2020-02-25T16:04:17Z
date_updated: 2022-01-06T06:52:43Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '         2'
issue: '67'
language:
- iso: eng
page: 124-132
publication: Journal of Clinical Epidemiology
status: public
title: The comprehensive diagnostic study is suggested as a design to model the diagnostic
  process
type: journal_article
user_id: '49109'
volume: 2
year: '2014'
...
---
_id: '10247'
author:
- first_name: Robert
  full_name: Busa-Fekete, Robert
  last_name: Busa-Fekete
- first_name: B.
  full_name: Szörényi, B.
  last_name: Szörényi
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Busa-Fekete R, Szörényi B, Hüllermeier E. PAC Rank Elicitation through Adaptive
    Sampling of Stochastic Pairwise Preferences. In: <i>Proceedings AAAI 2014, Quebec,
    Canada</i>. ; 2014:1701-1707.'
  apa: Busa-Fekete, R., Szörényi, B., &#38; Hüllermeier, E. (2014). PAC Rank Elicitation
    through Adaptive Sampling of Stochastic Pairwise Preferences. In <i>Proceedings
    AAAI 2014, Quebec, Canada</i> (pp. 1701–1707).
  bibtex: '@inproceedings{Busa-Fekete_Szörényi_Hüllermeier_2014, title={PAC Rank Elicitation
    through Adaptive Sampling of Stochastic Pairwise Preferences}, booktitle={Proceedings
    AAAI 2014, Quebec, Canada}, author={Busa-Fekete, Robert and Szörényi, B. and Hüllermeier,
    Eyke}, year={2014}, pages={1701–1707} }'
  chicago: Busa-Fekete, Robert, B. Szörényi, and Eyke Hüllermeier. “PAC Rank Elicitation
    through Adaptive Sampling of Stochastic Pairwise Preferences.” In <i>Proceedings
    AAAI 2014, Quebec, Canada</i>, 1701–7, 2014.
  ieee: R. Busa-Fekete, B. Szörényi, and E. Hüllermeier, “PAC Rank Elicitation through
    Adaptive Sampling of Stochastic Pairwise Preferences,” in <i>Proceedings AAAI
    2014, Quebec, Canada</i>, 2014, pp. 1701–1707.
  mla: Busa-Fekete, Robert, et al. “PAC Rank Elicitation through Adaptive Sampling
    of Stochastic Pairwise Preferences.” <i>Proceedings AAAI 2014, Quebec, Canada</i>,
    2014, pp. 1701–07.
  short: 'R. Busa-Fekete, B. Szörényi, E. Hüllermeier, in: Proceedings AAAI 2014,
    Quebec, Canada, 2014, pp. 1701–1707.'
date_created: 2019-06-14T14:09:02Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 1701-1707
publication: Proceedings AAAI 2014, Quebec, Canada
status: public
title: PAC Rank Elicitation through Adaptive Sampling of Stochastic Pairwise Preferences
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10248'
author:
- first_name: Robert
  full_name: Busa-Fekete, Robert
  last_name: Busa-Fekete
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Busa-Fekete R, Hüllermeier E. A Survey of Preference-Based Online Learning
    with Bandit Algorithms. In: <i>Proceedings Int. Conf. on Algorithmic Learning
    Theory (ALT), Bled, Slovenia</i>. ; 2014:18-39.'
  apa: Busa-Fekete, R., &#38; Hüllermeier, E. (2014). A Survey of Preference-Based
    Online Learning with Bandit Algorithms. In <i>Proceedings Int. Conf. on Algorithmic
    Learning Theory (ALT), Bled, Slovenia</i> (pp. 18–39).
  bibtex: '@inproceedings{Busa-Fekete_Hüllermeier_2014, title={A Survey of Preference-Based
    Online Learning with Bandit Algorithms}, booktitle={Proceedings Int. Conf. on
    Algorithmic Learning Theory (ALT), Bled, Slovenia}, author={Busa-Fekete, Robert
    and Hüllermeier, Eyke}, year={2014}, pages={18–39} }'
  chicago: Busa-Fekete, Robert, and Eyke Hüllermeier. “A Survey of Preference-Based
    Online Learning with Bandit Algorithms.” In <i>Proceedings Int. Conf. on Algorithmic
    Learning Theory (ALT), Bled, Slovenia</i>, 18–39, 2014.
  ieee: R. Busa-Fekete and E. Hüllermeier, “A Survey of Preference-Based Online Learning
    with Bandit Algorithms,” in <i>Proceedings Int. Conf. on Algorithmic Learning
    Theory (ALT), Bled, Slovenia</i>, 2014, pp. 18–39.
  mla: Busa-Fekete, Robert, and Eyke Hüllermeier. “A Survey of Preference-Based Online
    Learning with Bandit Algorithms.” <i>Proceedings Int. Conf. on Algorithmic Learning
    Theory (ALT), Bled, Slovenia</i>, 2014, pp. 18–39.
  short: 'R. Busa-Fekete, E. Hüllermeier, in: Proceedings Int. Conf. on Algorithmic
    Learning Theory (ALT), Bled, Slovenia, 2014, pp. 18–39.'
date_created: 2019-06-14T14:12:51Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 18-39
publication: Proceedings Int. Conf. on Algorithmic Learning Theory (ALT), Bled, Slovenia
status: public
title: A Survey of Preference-Based Online Learning with Bandit Algorithms
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10249'
author:
- first_name: Sascha
  full_name: Henzgen, Sascha
  last_name: Henzgen
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Henzgen S, Hüllermeier E. Mining Rank Data. In: <i>Proceedings Discovery Science,
    Bled,Slovenia </i>. ; 2014:123-134.'
  apa: Henzgen, S., &#38; Hüllermeier, E. (2014). Mining Rank Data. In <i>Proceedings
    Discovery Science, Bled,Slovenia </i> (pp. 123–134).
  bibtex: '@inproceedings{Henzgen_Hüllermeier_2014, title={Mining Rank Data}, booktitle={Proceedings
    Discovery Science, Bled,Slovenia }, author={Henzgen, Sascha and Hüllermeier, Eyke},
    year={2014}, pages={123–134} }'
  chicago: Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” In <i>Proceedings
    Discovery Science, Bled,Slovenia </i>, 123–34, 2014.
  ieee: S. Henzgen and E. Hüllermeier, “Mining Rank Data,” in <i>Proceedings Discovery
    Science, Bled,Slovenia </i>, 2014, pp. 123–134.
  mla: Henzgen, Sascha, and Eyke Hüllermeier. “Mining Rank Data.” <i>Proceedings Discovery
    Science, Bled,Slovenia </i>, 2014, pp. 123–34.
  short: 'S. Henzgen, E. Hüllermeier, in: Proceedings Discovery Science, Bled,Slovenia
    , 2014, pp. 123–134.'
date_created: 2019-06-14T14:25:10Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 123-134
publication: 'Proceedings Discovery Science, Bled,Slovenia '
status: public
title: Mining Rank Data
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10250'
author:
- first_name: A.
  full_name: Fallah Tehrani, A.
  last_name: Fallah Tehrani
- first_name: M.
  full_name: Strickert, M.
  last_name: Strickert
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Fallah Tehrani A, Strickert M, Hüllermeier E. The Choquet kernel for monotone
    data. In: <i>Proceedings ESANN , Bruges, Belgium</i>. ; 2014.'
  apa: Fallah Tehrani, A., Strickert, M., &#38; Hüllermeier, E. (2014). The Choquet
    kernel for monotone data. In <i>Proceedings ESANN , Bruges, Belgium</i>.
  bibtex: '@inproceedings{Fallah Tehrani_Strickert_Hüllermeier_2014, title={The Choquet
    kernel for monotone data}, booktitle={Proceedings ESANN , Bruges, Belgium}, author={Fallah
    Tehrani, A. and Strickert, M. and Hüllermeier, Eyke}, year={2014} }'
  chicago: Fallah Tehrani, A., M. Strickert, and Eyke Hüllermeier. “The Choquet Kernel
    for Monotone Data.” In <i>Proceedings ESANN , Bruges, Belgium</i>, 2014.
  ieee: A. Fallah Tehrani, M. Strickert, and E. Hüllermeier, “The Choquet kernel for
    monotone data,” in <i>Proceedings ESANN , Bruges, Belgium</i>, 2014.
  mla: Fallah Tehrani, A., et al. “The Choquet Kernel for Monotone Data.” <i>Proceedings
    ESANN , Bruges, Belgium</i>, 2014.
  short: 'A. Fallah Tehrani, M. Strickert, E. Hüllermeier, in: Proceedings ESANN ,
    Bruges, Belgium, 2014.'
date_created: 2019-06-14T14:30:58Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
publication: Proceedings ESANN , Bruges, Belgium
status: public
title: The Choquet kernel for monotone data
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10251'
author:
- first_name: A.
  full_name: Abdel-Aziz, A.
  last_name: Abdel-Aziz
- first_name: M.
  full_name: Strickert, M.
  last_name: Strickert
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Abdel-Aziz A, Strickert M, Hüllermeier E. Learning Solution Similarity in
    Preference-Based CBR. In: <i>Proceedings Int. Conf. Case-Based Reasoning (ICCBR),
    Cork, Ireland</i>. ; 2014:17-31.'
  apa: Abdel-Aziz, A., Strickert, M., &#38; Hüllermeier, E. (2014). Learning Solution
    Similarity in Preference-Based CBR. In <i>Proceedings Int. Conf. Case-Based Reasoning
    (ICCBR), Cork, Ireland</i> (pp. 17–31).
  bibtex: '@inproceedings{Abdel-Aziz_Strickert_Hüllermeier_2014, title={Learning Solution
    Similarity in Preference-Based CBR}, booktitle={Proceedings Int. Conf. Case-Based
    Reasoning (ICCBR), Cork, Ireland}, author={Abdel-Aziz, A. and Strickert, M. and
    Hüllermeier, Eyke}, year={2014}, pages={17–31} }'
  chicago: Abdel-Aziz, A., M. Strickert, and Eyke Hüllermeier. “Learning Solution
    Similarity in Preference-Based CBR.” In <i>Proceedings Int. Conf. Case-Based Reasoning
    (ICCBR), Cork, Ireland</i>, 17–31, 2014.
  ieee: A. Abdel-Aziz, M. Strickert, and E. Hüllermeier, “Learning Solution Similarity
    in Preference-Based CBR,” in <i>Proceedings Int. Conf. Case-Based Reasoning (ICCBR),
    Cork, Ireland</i>, 2014, pp. 17–31.
  mla: Abdel-Aziz, A., et al. “Learning Solution Similarity in Preference-Based CBR.”
    <i>Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland</i>, 2014,
    pp. 17–31.
  short: 'A. Abdel-Aziz, M. Strickert, E. Hüllermeier, in: Proceedings Int. Conf.
    Case-Based Reasoning (ICCBR), Cork, Ireland, 2014, pp. 17–31.'
date_created: 2019-06-14T14:34:14Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 17-31
publication: Proceedings Int. Conf. Case-Based Reasoning (ICCBR), Cork, Ireland
status: public
title: Learning Solution Similarity in Preference-Based CBR
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10253'
author:
- first_name: Dirk
  full_name: Schäfer, Dirk
  last_name: Schäfer
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Schäfer D, Hüllermeier E. Dyad Ranking Using A Bilinear Plackett-Luce Model.
    In: <i>Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany</i>.
    ; 2014:32-33.'
  apa: Schäfer, D., &#38; Hüllermeier, E. (2014). Dyad Ranking Using A Bilinear Plackett-Luce
    Model. In <i>Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany</i>
    (pp. 32–33).
  bibtex: '@inproceedings{Schäfer_Hüllermeier_2014, title={Dyad Ranking Using A Bilinear
    Plackett-Luce Model}, booktitle={Proceedings Lernen-Wissensentdeckung-Adaptivität
    (LWA), Aachen, Germany}, author={Schäfer, Dirk and Hüllermeier, Eyke}, year={2014},
    pages={32–33} }'
  chicago: Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce
    Model.” In <i>Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen,
    Germany</i>, 32–33, 2014.
  ieee: D. Schäfer and E. Hüllermeier, “Dyad Ranking Using A Bilinear Plackett-Luce
    Model,” in <i>Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen,
    Germany</i>, 2014, pp. 32–33.
  mla: Schäfer, Dirk, and Eyke Hüllermeier. “Dyad Ranking Using A Bilinear Plackett-Luce
    Model.” <i>Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany</i>,
    2014, pp. 32–33.
  short: 'D. Schäfer, E. Hüllermeier, in: Proceedings Lernen-Wissensentdeckung-Adaptivität
    (LWA), Aachen, Germany, 2014, pp. 32–33.'
date_created: 2019-06-14T14:43:58Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 32-33
publication: Proceedings Lernen-Wissensentdeckung-Adaptivität (LWA), Aachen, Germany
status: public
title: Dyad Ranking Using A Bilinear Plackett-Luce Model
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10254'
author:
- first_name: T.
  full_name: Calders, T.
  last_name: Calders
- first_name: F.
  full_name: Esposito, F.
  last_name: Esposito
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: R.
  full_name: Meo, R.
  last_name: Meo
citation:
  ama: 'Calders T, Esposito F, Hüllermeier E, Meo R. Machine Learning and Knowledge
    Discovery in Databases-European Conf. ECML/PKDD, Nancy, France. In: <i>Proceedings,
    Parts I-III. Lecture Notes in Computer Science</i>. Springer; 2014:8724-8726.'
  apa: Calders, T., Esposito, F., Hüllermeier, E., &#38; Meo, R. (2014). Machine Learning
    and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France.
    In <i>Proceedings, Parts I-III. Lecture Notes in Computer Science</i> (pp. 8724–8726).
    Springer.
  bibtex: '@inproceedings{Calders_Esposito_Hüllermeier_Meo_2014, title={Machine Learning
    and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France},
    booktitle={Proceedings, Parts I-III. Lecture Notes in Computer Science}, publisher={Springer},
    author={Calders, T. and Esposito, F. and Hüllermeier, Eyke and Meo, R.}, year={2014},
    pages={8724–8726} }'
  chicago: Calders, T., F. Esposito, Eyke Hüllermeier, and R. Meo. “Machine Learning
    and Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France.”
    In <i>Proceedings, Parts I-III. Lecture Notes in Computer Science</i>, 8724–26.
    Springer, 2014.
  ieee: T. Calders, F. Esposito, E. Hüllermeier, and R. Meo, “Machine Learning and
    Knowledge Discovery in Databases-European Conf. ECML/PKDD, Nancy, France,” in
    <i>Proceedings, Parts I-III. Lecture Notes in Computer Science</i>, 2014, pp.
    8724–8726.
  mla: Calders, T., et al. “Machine Learning and Knowledge Discovery in Databases-European
    Conf. ECML/PKDD, Nancy, France.” <i>Proceedings, Parts I-III. Lecture Notes in
    Computer Science</i>, Springer, 2014, pp. 8724–26.
  short: 'T. Calders, F. Esposito, E. Hüllermeier, R. Meo, in: Proceedings, Parts
    I-III. Lecture Notes in Computer Science, Springer, 2014, pp. 8724–8726.'
date_created: 2019-06-14T14:51:07Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 8724-8726
publication: Proceedings, Parts I-III. Lecture Notes in Computer Science
publisher: Springer
status: public
title: Machine Learning and Knowledge Discovery in Databases-European Conf. ECML/PKDD,
  Nancy, France
type: conference
user_id: '49109'
year: '2014'
...
---
_id: '10295'
author:
- first_name: J.
  full_name: Fürnkranz, J.
  last_name: Fürnkranz
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Cynthia
  full_name: Rudin, Cynthia
  last_name: Rudin
- first_name: Roman
  full_name: Slowinski, Roman
  last_name: Slowinski
- first_name: Scott
  full_name: Sanner, Scott
  last_name: Sanner
citation:
  ama: 'Fürnkranz J, Hüllermeier E, Rudin C, Slowinski R, Sanner S. Preference Learning
    (Dagstuhl Seminar 14101) Dagstuhl Reports. In: Vol 4. ; 2014:1-27.'
  apa: Fürnkranz, J., Hüllermeier, E., Rudin, C., Slowinski, R., &#38; Sanner, S.
    (2014). Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports (Vol. 4,
    pp. 1–27).
  bibtex: '@inproceedings{Fürnkranz_Hüllermeier_Rudin_Slowinski_Sanner_2014, title={Preference
    Learning (Dagstuhl Seminar 14101) Dagstuhl Reports}, volume={4}, number={3}, author={Fürnkranz,
    J. and Hüllermeier, Eyke and Rudin, Cynthia and Slowinski, Roman and Sanner, Scott},
    year={2014}, pages={1–27} }'
  chicago: Fürnkranz, J., Eyke Hüllermeier, Cynthia Rudin, Roman Slowinski, and Scott
    Sanner. “Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports,” 4:1–27,
    2014.
  ieee: J. Fürnkranz, E. Hüllermeier, C. Rudin, R. Slowinski, and S. Sanner, “Preference
    Learning (Dagstuhl Seminar 14101) Dagstuhl Reports,” 2014, vol. 4, no. 3, pp.
    1–27.
  mla: Fürnkranz, J., et al. <i>Preference Learning (Dagstuhl Seminar 14101) Dagstuhl
    Reports</i>. Vol. 4, no. 3, 2014, pp. 1–27.
  short: 'J. Fürnkranz, E. Hüllermeier, C. Rudin, R. Slowinski, S. Sanner, in: 2014,
    pp. 1–27.'
date_created: 2019-06-25T10:43:27Z
date_updated: 2022-01-06T06:50:35Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '         4'
issue: '3'
language:
- iso: eng
page: 1-27
status: public
title: Preference Learning (Dagstuhl Seminar 14101) Dagstuhl Reports
type: conference
user_id: '49109'
volume: 4
year: '2014'
...