---
_id: '10319'
author:
- first_name: W.
  full_name: Waegeman, W.
  last_name: Waegeman
- first_name: K.
  full_name: Dembczynski, K.
  last_name: Dembczynski
- first_name: A.
  full_name: Jachnik, A.
  last_name: Jachnik
- first_name: W.
  full_name: Cheng, W.
  last_name: Cheng
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Waegeman W, Dembczynski K, Jachnik A, Cheng W, Hüllermeier E. On the Bayes-Optimality
    of F-Measure Maximizers. <i>in Journal of Machine Learning Research</i>. 2015;15:3333-3388.
  apa: Waegeman, W., Dembczynski, K., Jachnik, A., Cheng, W., &#38; Hüllermeier, E.
    (2015). On the Bayes-Optimality of F-Measure Maximizers. <i>In Journal of Machine
    Learning Research</i>, <i>15</i>, 3333–3388.
  bibtex: '@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On
    the Bayes-Optimality of F-Measure Maximizers}, volume={15}, journal={in Journal
    of Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik,
    A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3333–3388} }'
  chicago: 'Waegeman, W., K. Dembczynski, A. Jachnik, W. Cheng, and Eyke Hüllermeier.
    “On the Bayes-Optimality of F-Measure Maximizers.” <i>In Journal of Machine Learning
    Research</i> 15 (2015): 3333–88.'
  ieee: W. Waegeman, K. Dembczynski, A. Jachnik, W. Cheng, and E. Hüllermeier, “On
    the Bayes-Optimality of F-Measure Maximizers,” <i>in Journal of Machine Learning
    Research</i>, vol. 15, pp. 3333–3388, 2015.
  mla: Waegeman, W., et al. “On the Bayes-Optimality of F-Measure Maximizers.” <i>In
    Journal of Machine Learning Research</i>, vol. 15, 2015, pp. 3333–88.
  short: W. Waegeman, K. Dembczynski, A. Jachnik, W. Cheng, E. Hüllermeier, In Journal
    of Machine Learning Research 15 (2015) 3333–3388.
date_created: 2019-06-26T13:04:35Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        15'
language:
- iso: eng
page: 3333-3388
publication: in Journal of Machine Learning Research
status: public
title: On the Bayes-Optimality of F-Measure Maximizers
type: journal_article
user_id: '49109'
volume: 15
year: '2015'
...
---
_id: '10320'
author:
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Hüllermeier E. Does machine learning need fuzzy logic? <i>Fuzzy Sets and Systems</i>.
    2015;281:292-299.
  apa: Hüllermeier, E. (2015). Does machine learning need fuzzy logic? <i>Fuzzy Sets
    and Systems</i>, <i>281</i>, 292–299.
  bibtex: '@article{Hüllermeier_2015, title={Does machine learning need fuzzy logic?},
    volume={281}, journal={Fuzzy Sets and Systems}, author={Hüllermeier, Eyke}, year={2015},
    pages={292–299} }'
  chicago: 'Hüllermeier, Eyke. “Does Machine Learning Need Fuzzy Logic?” <i>Fuzzy
    Sets and Systems</i> 281 (2015): 292–99.'
  ieee: E. Hüllermeier, “Does machine learning need fuzzy logic?,” <i>Fuzzy Sets and
    Systems</i>, vol. 281, pp. 292–299, 2015.
  mla: Hüllermeier, Eyke. “Does Machine Learning Need Fuzzy Logic?” <i>Fuzzy Sets
    and Systems</i>, vol. 281, 2015, pp. 292–99.
  short: E. Hüllermeier, Fuzzy Sets and Systems 281 (2015) 292–299.
date_created: 2019-06-26T13:07:00Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '       281'
language:
- iso: eng
page: 292-299
publication: Fuzzy Sets and Systems
status: public
title: Does machine learning need fuzzy logic?
type: journal_article
user_id: '49109'
volume: 281
year: '2015'
...
---
_id: '10321'
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. Recovery analysis for adaptive learning from non-stationary
    data streams: Experimental design and case study. <i>Neurocomputing</i>. 2015;150:250-264.'
  apa: 'Shaker, A., &#38; Hüllermeier, E. (2015). Recovery analysis for adaptive learning
    from non-stationary data streams: Experimental design and case study. <i>Neurocomputing</i>,
    <i>150</i>, 250–264.'
  bibtex: '@article{Shaker_Hüllermeier_2015, title={Recovery analysis for adaptive
    learning from non-stationary data streams: Experimental design and case study},
    volume={150}, journal={Neurocomputing}, author={Shaker, Ammar and Hüllermeier,
    Eyke}, year={2015}, pages={250–264} }'
  chicago: 'Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning
    from Non-Stationary Data Streams: Experimental Design and Case Study.” <i>Neurocomputing</i>
    150 (2015): 250–64.'
  ieee: 'A. Shaker and E. Hüllermeier, “Recovery analysis for adaptive learning from
    non-stationary data streams: Experimental design and case study,” <i>Neurocomputing</i>,
    vol. 150, pp. 250–264, 2015.'
  mla: 'Shaker, Ammar, and Eyke Hüllermeier. “Recovery Analysis for Adaptive Learning
    from Non-Stationary Data Streams: Experimental Design and Case Study.” <i>Neurocomputing</i>,
    vol. 150, 2015, pp. 250–64.'
  short: A. Shaker, E. Hüllermeier, Neurocomputing 150 (2015) 250–264.
date_created: 2019-06-26T13:09:44Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '       150'
language:
- iso: eng
page: 250-264
publication: Neurocomputing
status: public
title: 'Recovery analysis for adaptive learning from non-stationary data streams:
  Experimental design and case study'
type: journal_article
user_id: '49109'
volume: 150
year: '2015'
...
---
_id: '10322'
author:
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Hüllermeier E. From Knowledge-based to Data-driven fuzzy modeling-Development,
    criticism and alternative directions. <i>Informatik Spektrum</i>. 2015;38(6):500-509.
  apa: Hüllermeier, E. (2015). From Knowledge-based to Data-driven fuzzy modeling-Development,
    criticism and alternative directions. <i>Informatik Spektrum</i>, <i>38</i>(6),
    500–509.
  bibtex: '@article{Hüllermeier_2015, title={From Knowledge-based to Data-driven fuzzy
    modeling-Development, criticism and alternative directions}, volume={38}, number={6},
    journal={Informatik Spektrum}, author={Hüllermeier, Eyke}, year={2015}, pages={500–509}
    }'
  chicago: 'Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development,
    Criticism and Alternative Directions.” <i>Informatik Spektrum</i> 38, no. 6 (2015):
    500–509.'
  ieee: E. Hüllermeier, “From Knowledge-based to Data-driven fuzzy modeling-Development,
    criticism and alternative directions,” <i>Informatik Spektrum</i>, vol. 38, no.
    6, pp. 500–509, 2015.
  mla: Hüllermeier, Eyke. “From Knowledge-Based to Data-Driven Fuzzy Modeling-Development,
    Criticism and Alternative Directions.” <i>Informatik Spektrum</i>, vol. 38, no.
    6, 2015, pp. 500–09.
  short: E. Hüllermeier, Informatik Spektrum 38 (2015) 500–509.
date_created: 2019-06-26T13:12:59Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        38'
issue: '6'
language:
- iso: eng
page: 500-509
publication: Informatik Spektrum
status: public
title: From Knowledge-based to Data-driven fuzzy modeling-Development, criticism and
  alternative directions
type: journal_article
user_id: '49109'
volume: 38
year: '2015'
...
---
_id: '10323'
author:
- first_name: S.
  full_name: Garcia-Jimenez, S.
  last_name: Garcia-Jimenez
- first_name: U.
  full_name: Bustince, U.
  last_name: Bustince
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: R.
  full_name: Mesiar, R.
  last_name: Mesiar
- first_name: N.R.
  full_name: Pal, N.R.
  last_name: Pal
- first_name: A.
  full_name: Pradera, A.
  last_name: Pradera
citation:
  ama: 'Garcia-Jimenez S, Bustince U, Hüllermeier E, Mesiar R, Pal NR, Pradera A.
    Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems.
    <i>IEEE Transactions on Fuzzy Systems</i>. 2015;23(4):1259-1273.'
  apa: 'Garcia-Jimenez, S., Bustince, U., Hüllermeier, E., Mesiar, R., Pal, N. R.,
    &#38; Pradera, A. (2015). Overlap Indices: Construction of and Application of
    Interpolative Fuzzy Systems. <i>IEEE Transactions on Fuzzy Systems</i>, <i>23</i>(4),
    1259–1273.'
  bibtex: '@article{Garcia-Jimenez_Bustince_Hüllermeier_Mesiar_Pal_Pradera_2015, title={Overlap
    Indices: Construction of and Application of Interpolative Fuzzy Systems}, volume={23},
    number={4}, journal={IEEE Transactions on Fuzzy Systems}, author={Garcia-Jimenez,
    S. and Bustince, U. and Hüllermeier, Eyke and Mesiar, R. and Pal, N.R. and Pradera,
    A.}, year={2015}, pages={1259–1273} }'
  chicago: 'Garcia-Jimenez, S., U. Bustince, Eyke Hüllermeier, R. Mesiar, N.R. Pal,
    and A. Pradera. “Overlap Indices: Construction of and Application of Interpolative
    Fuzzy Systems.” <i>IEEE Transactions on Fuzzy Systems</i> 23, no. 4 (2015): 1259–73.'
  ieee: 'S. Garcia-Jimenez, U. Bustince, E. Hüllermeier, R. Mesiar, N. R. Pal, and
    A. Pradera, “Overlap Indices: Construction of and Application of Interpolative
    Fuzzy Systems,” <i>IEEE Transactions on Fuzzy Systems</i>, vol. 23, no. 4, pp.
    1259–1273, 2015.'
  mla: 'Garcia-Jimenez, S., et al. “Overlap Indices: Construction of and Application
    of Interpolative Fuzzy Systems.” <i>IEEE Transactions on Fuzzy Systems</i>, vol.
    23, no. 4, 2015, pp. 1259–73.'
  short: S. Garcia-Jimenez, U. Bustince, E. Hüllermeier, R. Mesiar, N.R. Pal, A. Pradera,
    IEEE Transactions on Fuzzy Systems 23 (2015) 1259–1273.
date_created: 2019-06-26T13:17:46Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        23'
issue: '4'
language:
- iso: eng
page: 1259-1273
publication: IEEE Transactions on Fuzzy Systems
status: public
title: 'Overlap Indices: Construction of and Application of Interpolative Fuzzy Systems'
type: journal_article
user_id: '49109'
volume: 23
year: '2015'
...
---
_id: '10324'
author:
- first_name: Robin
  full_name: Senge, Robin
  last_name: Senge
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: Senge R, Hüllermeier E. Fast Fuzzy Pattern Tree Learning of Classification.
    <i>IEEE Transactions on Fuzzy Systems</i>. 2015;23(6):2024-2033.
  apa: Senge, R., &#38; Hüllermeier, E. (2015). Fast Fuzzy Pattern Tree Learning of
    Classification. <i>IEEE Transactions on Fuzzy Systems</i>, <i>23</i>(6), 2024–2033.
  bibtex: '@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning
    of Classification}, volume={23}, number={6}, journal={IEEE Transactions on Fuzzy
    Systems}, author={Senge, Robin and Hüllermeier, Eyke}, year={2015}, pages={2024–2033}
    }'
  chicago: 'Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning
    of Classification.” <i>IEEE Transactions on Fuzzy Systems</i> 23, no. 6 (2015):
    2024–33.'
  ieee: R. Senge and E. Hüllermeier, “Fast Fuzzy Pattern Tree Learning of Classification,”
    <i>IEEE Transactions on Fuzzy Systems</i>, vol. 23, no. 6, pp. 2024–2033, 2015.
  mla: Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning of Classification.”
    <i>IEEE Transactions on Fuzzy Systems</i>, vol. 23, no. 6, 2015, pp. 2024–33.
  short: R. Senge, E. Hüllermeier, IEEE Transactions on Fuzzy Systems 23 (2015) 2024–2033.
date_created: 2019-06-26T13:20:43Z
date_updated: 2022-01-06T06:50:36Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        23'
issue: '6'
language:
- iso: eng
page: 2024-2033
publication: IEEE Transactions on Fuzzy Systems
status: public
title: Fast Fuzzy Pattern Tree Learning of Classification
type: journal_article
user_id: '49109'
volume: 23
year: '2015'
...
---
_id: '24155'
author:
- first_name: Manu
  full_name: Basavaraju, Manu
  last_name: Basavaraju
- first_name: L Sunil
  full_name: Chandran, L Sunil
  last_name: Chandran
- first_name: Deepak
  full_name: Rajendraprasad, Deepak
  last_name: Rajendraprasad
- first_name: Arunselvan
  full_name: Ramaswamy, Arunselvan
  id: '66937'
  last_name: Ramaswamy
  orcid: https://orcid.org/ 0000-0001-7547-8111
citation:
  ama: Basavaraju M, Chandran LS, Rajendraprasad D, Ramaswamy A. Rainbow connection
    number of graph power and graph products. <i>Graphs and Combinatorics</i>. 2014;30(6):1363-1382.
  apa: Basavaraju, M., Chandran, L. S., Rajendraprasad, D., &#38; Ramaswamy, A. (2014).
    Rainbow connection number of graph power and graph products. <i>Graphs and Combinatorics</i>,
    <i>30</i>(6), 1363–1382.
  bibtex: '@article{Basavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title={Rainbow
    connection number of graph power and graph products}, volume={30}, number={6},
    journal={Graphs and Combinatorics}, publisher={Springer}, author={Basavaraju,
    Manu and Chandran, L Sunil and Rajendraprasad, Deepak and Ramaswamy, Arunselvan},
    year={2014}, pages={1363–1382} }'
  chicago: 'Basavaraju, Manu, L Sunil Chandran, Deepak Rajendraprasad, and Arunselvan
    Ramaswamy. “Rainbow Connection Number of Graph Power and Graph Products.” <i>Graphs
    and Combinatorics</i> 30, no. 6 (2014): 1363–82.'
  ieee: M. Basavaraju, L. S. Chandran, D. Rajendraprasad, and A. Ramaswamy, “Rainbow
    connection number of graph power and graph products,” <i>Graphs and Combinatorics</i>,
    vol. 30, no. 6, pp. 1363–1382, 2014.
  mla: Basavaraju, Manu, et al. “Rainbow Connection Number of Graph Power and Graph
    Products.” <i>Graphs and Combinatorics</i>, vol. 30, no. 6, Springer, 2014, pp.
    1363–82.
  short: M. Basavaraju, L.S. Chandran, D. Rajendraprasad, A. Ramaswamy, Graphs and
    Combinatorics 30 (2014) 1363–1382.
date_created: 2021-09-10T10:22:23Z
date_updated: 2022-01-06T06:56:08Z
department:
- _id: '355'
extern: '1'
intvolume: '        30'
issue: '6'
language:
- iso: eng
page: 1363-1382
publication: Graphs and Combinatorics
publisher: Springer
status: public
title: Rainbow connection number of graph power and graph products
type: journal_article
user_id: '66937'
volume: 30
year: '2014'
...
---
_id: '24156'
author:
- first_name: Manu
  full_name: Basavaraju, Manu
  last_name: Basavaraju
- first_name: L Sunil
  full_name: Chandran, L Sunil
  last_name: Chandran
- first_name: Deepak
  full_name: Rajendraprasad, Deepak
  last_name: Rajendraprasad
- first_name: Arunselvan
  full_name: Ramaswamy, Arunselvan
  id: '66937'
  last_name: Ramaswamy
  orcid: https://orcid.org/ 0000-0001-7547-8111
citation:
  ama: Basavaraju M, Chandran LS, Rajendraprasad D, Ramaswamy A. Rainbow connection
    number and radius. <i>Graphs and Combinatorics</i>. 2014;30(2):275-285.
  apa: Basavaraju, M., Chandran, L. S., Rajendraprasad, D., &#38; Ramaswamy, A. (2014).
    Rainbow connection number and radius. <i>Graphs and Combinatorics</i>, <i>30</i>(2),
    275–285.
  bibtex: '@article{Basavaraju_Chandran_Rajendraprasad_Ramaswamy_2014, title={Rainbow
    connection number and radius}, volume={30}, number={2}, journal={Graphs and Combinatorics},
    publisher={Springer}, author={Basavaraju, Manu and Chandran, L Sunil and Rajendraprasad,
    Deepak and Ramaswamy, Arunselvan}, year={2014}, pages={275–285} }'
  chicago: 'Basavaraju, Manu, L Sunil Chandran, Deepak Rajendraprasad, and Arunselvan
    Ramaswamy. “Rainbow Connection Number and Radius.” <i>Graphs and Combinatorics</i>
    30, no. 2 (2014): 275–85.'
  ieee: M. Basavaraju, L. S. Chandran, D. Rajendraprasad, and A. Ramaswamy, “Rainbow
    connection number and radius,” <i>Graphs and Combinatorics</i>, vol. 30, no. 2,
    pp. 275–285, 2014.
  mla: Basavaraju, Manu, et al. “Rainbow Connection Number and Radius.” <i>Graphs
    and Combinatorics</i>, vol. 30, no. 2, Springer, 2014, pp. 275–85.
  short: M. Basavaraju, L.S. Chandran, D. Rajendraprasad, A. Ramaswamy, Graphs and
    Combinatorics 30 (2014) 275–285.
date_created: 2021-09-10T10:23:07Z
date_updated: 2022-01-06T06:56:08Z
department:
- _id: '355'
extern: '1'
intvolume: '        30'
issue: '2'
language:
- iso: eng
page: 275-285
publication: Graphs and Combinatorics
publisher: Springer
status: public
title: Rainbow connection number and radius
type: journal_article
user_id: '66937'
volume: 30
year: '2014'
...
---
_id: '353'
abstract:
- lang: eng
  text: 'There are many technologies for the automation of processesthat deal with
    services; examples are service discovery and composition.Automation of these processes
    requires that the services are described semantically. However, semantically described
    services are currently not oronly rarely available, which limits the applicability
    of discovery and composition approaches. The systematic support for creating new
    semanticservices usable by automated technologies is an open problem.We tackle
    this problem with a template based approach: Domain independent templates are
    instantiated with domain specific services andboolean expressions. The obtained
    services have semantic descriptionswhose correctness directly follows from the
    correctness of the template.Besides the theory, we present experimental results
    for a service repository in which 85% of the services were generated automatically.'
author:
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
- first_name: Sven
  full_name: Walther, Sven
  last_name: Walther
citation:
  ama: 'Mohr F, Walther S. Template-based Generation of Semantic Services. In: <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i>. LNCS. ; 2014:188-203.
    doi:<a href="https://doi.org/10.1007/978-3-319-14130-5_14">10.1007/978-3-319-14130-5_14</a>'
  apa: Mohr, F., &#38; Walther, S. (2014). Template-based Generation of Semantic Services.
    In <i>Proceedings of the 14th International Conference on Software Reuse (ICSR)</i>
    (pp. 188–203). <a href="https://doi.org/10.1007/978-3-319-14130-5_14">https://doi.org/10.1007/978-3-319-14130-5_14</a>
  bibtex: '@inproceedings{Mohr_Walther_2014, series={LNCS}, title={Template-based
    Generation of Semantic Services}, DOI={<a href="https://doi.org/10.1007/978-3-319-14130-5_14">10.1007/978-3-319-14130-5_14</a>},
    booktitle={Proceedings of the 14th International Conference on Software Reuse
    (ICSR)}, author={Mohr, Felix and Walther, Sven}, year={2014}, pages={188–203},
    collection={LNCS} }'
  chicago: Mohr, Felix, and Sven Walther. “Template-Based Generation of Semantic Services.”
    In <i>Proceedings of the 14th International Conference on Software Reuse (ICSR)</i>,
    188–203. LNCS, 2014. <a href="https://doi.org/10.1007/978-3-319-14130-5_14">https://doi.org/10.1007/978-3-319-14130-5_14</a>.
  ieee: F. Mohr and S. Walther, “Template-based Generation of Semantic Services,”
    in <i>Proceedings of the 14th International Conference on Software Reuse (ICSR)</i>,
    2014, pp. 188–203.
  mla: Mohr, Felix, and Sven Walther. “Template-Based Generation of Semantic Services.”
    <i>Proceedings of the 14th International Conference on Software Reuse (ICSR)</i>,
    2014, pp. 188–203, doi:<a href="https://doi.org/10.1007/978-3-319-14130-5_14">10.1007/978-3-319-14130-5_14</a>.
  short: 'F. Mohr, S. Walther, in: Proceedings of the 14th International Conference
    on Software Reuse (ICSR), 2014, pp. 188–203.'
date_created: 2017-10-17T12:42:00Z
date_updated: 2022-01-06T06:59:22Z
ddc:
- '040'
department:
- _id: '77'
- _id: '355'
doi: 10.1007/978-3-319-14130-5_14
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-20T07:23:32Z
  date_updated: 2018-03-20T07:23:32Z
  file_id: '1414'
  file_name: 353-icsr2015_submission_17.pdf
  file_size: 431778
  relation: main_file
  success: 1
file_date_updated: 2018-03-20T07:23:32Z
has_accepted_license: '1'
language:
- iso: eng
page: 188-203
project:
- _id: '1'
  name: SFB 901
- _id: '11'
  name: SFB 901 - Subprojekt B3
- _id: '3'
  name: SFB 901 - Project Area B
- _id: '10'
  name: SFB 901 - Subproject B2
publication: Proceedings of the 14th International Conference on Software Reuse (ICSR)
series_title: LNCS
status: public
title: Template-based Generation of Semantic Services
type: conference
user_id: '477'
year: '2014'
...
---
_id: '447'
abstract:
- lang: eng
  text: Automatic service composition is still a challengingtask. It is even more
    challenging when dealing witha dynamic market of services for end users. New servicesmay
    enter the market while other services are completelyremoved. Furthermore, end
    users are typically no experts in thedomain in which they formulate a request.
    As a consequence,ambiguous user requests will inevitably emerge and have tobe
    taken into account. To meet these challenges, we proposea new approach that combines
    automatic service compositionwith adaptive service recommendation. A best first
    backwardsearch algorithm produces solutions that are functional correctwith respect
    to user requests. An adaptive recommendationsystem supports the search algorithm
    in decision-making.Reinforcement Learning techniques enable the system to adjustits
    recommendation strategy over time based on user ratings.The integrated approach
    is described on a conceptional leveland demonstrated by means of an illustrative
    example fromthe image processing domain.
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. Combining Automatic Service Composition
    with Adaptive Service Recommendation for Dynamic Markets of Services. In: <i>Proceedings
    of the 10th World Congress on Services (SERVICES)</i>. ; 2014:346-353. doi:<a
    href="https://doi.org/10.1109/SERVICES.2014.68">10.1109/SERVICES.2014.68</a>'
  apa: Jungmann, A., Mohr, F., &#38; Kleinjohann, B. (2014). Combining Automatic Service
    Composition with Adaptive Service Recommendation for Dynamic Markets of Services.
    In <i>Proceedings of the 10th World Congress on Services (SERVICES)</i> (pp. 346–353).
    <a href="https://doi.org/10.1109/SERVICES.2014.68">https://doi.org/10.1109/SERVICES.2014.68</a>
  bibtex: '@inproceedings{Jungmann_Mohr_Kleinjohann_2014, title={Combining Automatic
    Service Composition with Adaptive Service Recommendation for Dynamic Markets of
    Services}, DOI={<a href="https://doi.org/10.1109/SERVICES.2014.68">10.1109/SERVICES.2014.68</a>},
    booktitle={Proceedings of the 10th World Congress on Services (SERVICES)}, author={Jungmann,
    Alexander and Mohr, Felix and Kleinjohann, Bernd}, year={2014}, pages={346–353}
    }'
  chicago: Jungmann, Alexander, Felix Mohr, and Bernd Kleinjohann. “Combining Automatic
    Service Composition with Adaptive Service Recommendation for Dynamic Markets of
    Services.” In <i>Proceedings of the 10th World Congress on Services (SERVICES)</i>,
    346–53, 2014. <a href="https://doi.org/10.1109/SERVICES.2014.68">https://doi.org/10.1109/SERVICES.2014.68</a>.
  ieee: A. Jungmann, F. Mohr, and B. Kleinjohann, “Combining Automatic Service Composition
    with Adaptive Service Recommendation for Dynamic Markets of Services,” in <i>Proceedings
    of the 10th World Congress on Services (SERVICES)</i>, 2014, pp. 346–353.
  mla: Jungmann, Alexander, et al. “Combining Automatic Service Composition with Adaptive
    Service Recommendation for Dynamic Markets of Services.” <i>Proceedings of the
    10th World Congress on Services (SERVICES)</i>, 2014, pp. 346–53, doi:<a href="https://doi.org/10.1109/SERVICES.2014.68">10.1109/SERVICES.2014.68</a>.
  short: 'A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 10th World
    Congress on Services (SERVICES), 2014, pp. 346–353.'
date_created: 2017-10-17T12:42:19Z
date_updated: 2022-01-06T07:01:06Z
ddc:
- '040'
department:
- _id: '355'
doi: 10.1109/SERVICES.2014.68
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-16T11:26:36Z
  date_updated: 2018-03-16T11:26:36Z
  file_id: '1347'
  file_name: 447-_FINAL__Combining_Automatic_Service_Composition_with_Adaptive_Service_Recommendation_for_Dynamic_Markets_of_Services.pdf
  file_size: 429462
  relation: main_file
  success: 1
file_date_updated: 2018-03-16T11:26:36Z
has_accepted_license: '1'
language:
- iso: eng
page: 346-353
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 10th World Congress on Services (SERVICES)
status: public
title: Combining Automatic Service Composition with Adaptive Service Recommendation
  for Dynamic Markets of Services
type: conference
user_id: '477'
year: '2014'
...
---
_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'
...