---
_id: '10263'
citation:
  ama: 'Kaminka GA, Fox M, Bouquet P, et al., eds. <i>ECAI 2016, 22nd European Conference
    on Artificial Intelligence, Including PAIS 2016, Prestigious Applications of Artificial
    Intelligence</i>. Vol 285. The Hague, The Netherlands: IOS Press; 2016.'
  apa: 'Kaminka, G. A., Fox, M., Bouquet, P., Hüllermeier, E., Dignum, V., Dignum,
    F., &#38; van Harmelen, F. (Eds.). (2016). <i>ECAI 2016, 22nd European Conference
    on Artificial Intelligence, including PAIS 2016, Prestigious Applications of Artificial
    Intelligence</i> (Vol. 285). The Hague, The Netherlands: IOS Press.'
  bibtex: '@book{Kaminka_Fox_Bouquet_Hüllermeier_Dignum_Dignum_van Harmelen_2016,
    place={The Hague, The Netherlands}, series={Frontiers in Artificial Intelligence
    and Applications, The Hague, The Netherlands}, title={ECAI 2016, 22nd European
    Conference on Artificial Intelligence, including PAIS 2016, Prestigious Applications
    of Artificial Intelligence}, volume={285}, publisher={IOS Press}, year={2016},
    collection={Frontiers in Artificial Intelligence and Applications, The Hague,
    The Netherlands} }'
  chicago: 'Kaminka, G.A., M. Fox, P. Bouquet, Eyke Hüllermeier, V. Dignum, F. Dignum,
    and F. van Harmelen, eds. <i>ECAI 2016, 22nd European Conference on Artificial
    Intelligence, Including PAIS 2016, Prestigious Applications of Artificial Intelligence</i>.
    Vol. 285. Frontiers in Artificial Intelligence and Applications, The Hague, The
    Netherlands. The Hague, The Netherlands: IOS Press, 2016.'
  ieee: 'G. A. Kaminka <i>et al.</i>, Eds., <i>ECAI 2016, 22nd European Conference
    on Artificial Intelligence, including PAIS 2016, Prestigious Applications of Artificial
    Intelligence</i>, vol. 285. The Hague, The Netherlands: IOS Press, 2016.'
  mla: Kaminka, G. A., et al., editors. <i>ECAI 2016, 22nd European Conference on
    Artificial Intelligence, Including PAIS 2016, Prestigious Applications of Artificial
    Intelligence</i>. Vol. 285, IOS Press, 2016.
  short: G.A. Kaminka, M. Fox, P. Bouquet, E. Hüllermeier, V. Dignum, F. Dignum, F.
    van Harmelen, eds., ECAI 2016, 22nd European Conference on Artificial Intelligence,
    Including PAIS 2016, Prestigious Applications of Artificial Intelligence, IOS
    Press, The Hague, The Netherlands, 2016.
date_created: 2019-06-18T15:07:10Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
editor:
- first_name: G.A.
  full_name: Kaminka, G.A.
  last_name: Kaminka
- first_name: M.
  full_name: Fox, M.
  last_name: Fox
- first_name: P.
  full_name: Bouquet, P.
  last_name: Bouquet
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: V.
  full_name: Dignum, V.
  last_name: Dignum
- first_name: F.
  full_name: Dignum, F.
  last_name: Dignum
- first_name: F.
  full_name: van Harmelen, F.
  last_name: van Harmelen
intvolume: '       285'
language:
- iso: eng
place: The Hague, The Netherlands
publisher: IOS Press
series_title: Frontiers in Artificial Intelligence and Applications, The Hague, The
  Netherlands
status: public
title: ECAI 2016, 22nd European Conference on Artificial Intelligence, including PAIS
  2016, Prestigious Applications of Artificial Intelligence
type: conference_editor
user_id: '49109'
volume: 285
year: '2016'
...
---
_id: '10264'
author:
- first_name: M.
  full_name: Leinweber, M.
  last_name: Leinweber
- first_name: T.
  full_name: Fober, T.
  last_name: Fober
- first_name: M.
  full_name: Strickert, M.
  last_name: Strickert
- first_name: L.
  full_name: Baumgärtner, L.
  last_name: Baumgärtner
- first_name: G.
  full_name: Klebe, G.
  last_name: Klebe
- first_name: B.
  full_name: Freisleben, B.
  last_name: Freisleben
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Leinweber M, Fober T, Strickert M, et al. CavSimBase: A database for large
    scale comparison of protein binding sites. <i>IEEE Transactions on Knowledge and
    Data Engineering</i>. 2016;28(6):1423-1434.'
  apa: 'Leinweber, M., Fober, T., Strickert, M., Baumgärtner, L., Klebe, G., Freisleben,
    B., &#38; Hüllermeier, E. (2016). CavSimBase: A database for large scale comparison
    of protein binding sites. <i>IEEE Transactions on Knowledge and Data Engineering</i>,
    <i>28</i>(6), 1423–1434.'
  bibtex: '@article{Leinweber_Fober_Strickert_Baumgärtner_Klebe_Freisleben_Hüllermeier_2016,
    title={CavSimBase: A database for large scale comparison of protein binding sites},
    volume={28}, number={6}, journal={IEEE Transactions on Knowledge and Data Engineering},
    author={Leinweber, M. and Fober, T. and Strickert, M. and Baumgärtner, L. and
    Klebe, G. and Freisleben, B. and Hüllermeier, Eyke}, year={2016}, pages={1423–1434}
    }'
  chicago: 'Leinweber, M., T. Fober, M. Strickert, L. Baumgärtner, G. Klebe, B. Freisleben,
    and Eyke Hüllermeier. “CavSimBase: A Database for Large Scale Comparison of Protein
    Binding Sites.” <i>IEEE Transactions on Knowledge and Data Engineering</i> 28,
    no. 6 (2016): 1423–34.'
  ieee: 'M. Leinweber <i>et al.</i>, “CavSimBase: A database for large scale comparison
    of protein binding sites,” <i>IEEE Transactions on Knowledge and Data Engineering</i>,
    vol. 28, no. 6, pp. 1423–1434, 2016.'
  mla: 'Leinweber, M., et al. “CavSimBase: A Database for Large Scale Comparison of
    Protein Binding Sites.” <i>IEEE Transactions on Knowledge and Data Engineering</i>,
    vol. 28, no. 6, 2016, pp. 1423–34.'
  short: M. Leinweber, T. Fober, M. Strickert, L. Baumgärtner, G. Klebe, B. Freisleben,
    E. Hüllermeier, IEEE Transactions on Knowledge and Data Engineering 28 (2016)
    1423–1434.
date_created: 2019-06-18T15:29:05Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        28'
issue: '6'
language:
- iso: eng
page: 1423-1434
publication: IEEE Transactions on Knowledge and Data Engineering
status: public
title: 'CavSimBase: A database for large scale comparison of protein binding sites'
type: journal_article
user_id: '49109'
volume: 28
year: '2016'
...
---
_id: '10266'
author:
- first_name: M.
  full_name: Riemenschneider, M.
  last_name: Riemenschneider
- first_name: Robin
  full_name: Senge, Robin
  last_name: Senge
- first_name: U.
  full_name: Neumann, U.
  last_name: Neumann
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: D.
  full_name: Heider, D.
  last_name: Heider
citation:
  ama: Riemenschneider M, Senge R, Neumann U, Hüllermeier E, Heider D. Exploiting
    HIV-1 protease and reverse transcriptase cross-resistance information for improved
    drug resistance prediction by means of multi-label classification. <i>BioData
    Mining</i>. 2016;9(10).
  apa: Riemenschneider, M., Senge, R., Neumann, U., Hüllermeier, E., &#38; Heider,
    D. (2016). Exploiting HIV-1 protease and reverse transcriptase cross-resistance
    information for improved drug resistance prediction by means of multi-label classification.
    <i>BioData Mining</i>, <i>9</i>(10).
  bibtex: '@article{Riemenschneider_Senge_Neumann_Hüllermeier_Heider_2016, title={Exploiting
    HIV-1 protease and reverse transcriptase cross-resistance information for improved
    drug resistance prediction by means of multi-label classification}, volume={9},
    number={10}, journal={BioData Mining}, author={Riemenschneider, M. and Senge,
    Robin and Neumann, U. and Hüllermeier, Eyke and Heider, D.}, year={2016} }'
  chicago: Riemenschneider, M., Robin Senge, U. Neumann, Eyke Hüllermeier, and D.
    Heider. “Exploiting HIV-1 Protease and Reverse Transcriptase Cross-Resistance
    Information for Improved Drug Resistance Prediction by Means of Multi-Label Classification.”
    <i>BioData Mining</i> 9, no. 10 (2016).
  ieee: M. Riemenschneider, R. Senge, U. Neumann, E. Hüllermeier, and D. Heider, “Exploiting
    HIV-1 protease and reverse transcriptase cross-resistance information for improved
    drug resistance prediction by means of multi-label classification,” <i>BioData
    Mining</i>, vol. 9, no. 10, 2016.
  mla: Riemenschneider, M., et al. “Exploiting HIV-1 Protease and Reverse Transcriptase
    Cross-Resistance Information for Improved Drug Resistance Prediction by Means
    of Multi-Label Classification.” <i>BioData Mining</i>, vol. 9, no. 10, 2016.
  short: M. Riemenschneider, R. Senge, U. Neumann, E. Hüllermeier, D. Heider, BioData
    Mining 9 (2016).
date_created: 2019-06-18T15:37:19Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '         9'
issue: '10'
language:
- iso: eng
publication: BioData Mining
status: public
title: Exploiting HIV-1 protease and reverse transcriptase cross-resistance information
  for improved drug resistance prediction by means of multi-label classification
type: journal_article
user_id: '49109'
volume: 9
year: '2016'
...
---
_id: '280'
abstract:
- lang: eng
  text: The Collaborative Research Centre "On-The-Fly Computing" works on foundations
    and principles for the vision of the Future Internet. It proposes the paradigm
    of On-The-Fly Computing, which tackles emerging worldwide service markets. In
    these markets, service providers trade software, platform, and infrastructure
    as a service. Service requesters state requirements on services. To satisfy these
    requirements, the new role of brokers, who are (human) actors building service
    compositions on the fly, is introduced. Brokers have to specify service compositions
    formally and comprehensively using a domain-specific language (DSL), and to use
    service matching for the discovery of the constituent services available in the
    market. The broker's choice of the DSL and matching approaches influences her
    success of building compositions as distinctive properties of different service
    markets play a significant role. In this paper, we propose a new approach of engineering
    a situation-specific DSL by customizing a comprehensive, modular DSL and its matching
    for given service market properties. This enables the broker to create market-specific
    composition specifications and to perform market-specific service matching. As
    a result, the broker builds service compositions satisfying the requester's requirements
    more accurately. We evaluated the presented concepts using case studies in service
    markets for tourism and university management.
author:
- first_name: Svetlana
  full_name: Arifulina, Svetlana
  last_name: Arifulina
- first_name: Marie Christin
  full_name: Platenius, Marie Christin
  last_name: Platenius
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
- first_name: Wilhelm
  full_name: Schäfer, Wilhelm
  last_name: Schäfer
citation:
  ama: 'Arifulina S, Platenius MC, Mohr F, Engels G, Schäfer W. Market-Specific Service
    Compositions: Specification and Matching. In: <i>Proceedings of the IEEE 11th
    World Congress on Services (SERVICES), Visionary Track: Service Composition for
    the Future Internet</i>. ; 2015:333--340. doi:<a href="https://doi.org/10.1109/SERVICES.2015.58">10.1109/SERVICES.2015.58</a>'
  apa: 'Arifulina, S., Platenius, M. C., Mohr, F., Engels, G., &#38; Schäfer, W. (2015).
    Market-Specific Service Compositions: Specification and Matching. In <i>Proceedings
    of the IEEE 11th World Congress on Services (SERVICES), Visionary Track: Service
    Composition for the Future Internet</i> (pp. 333--340). <a href="https://doi.org/10.1109/SERVICES.2015.58">https://doi.org/10.1109/SERVICES.2015.58</a>'
  bibtex: '@inproceedings{Arifulina_Platenius_Mohr_Engels_Schäfer_2015, title={Market-Specific
    Service Compositions: Specification and Matching}, DOI={<a href="https://doi.org/10.1109/SERVICES.2015.58">10.1109/SERVICES.2015.58</a>},
    booktitle={Proceedings of the IEEE 11th World Congress on Services (SERVICES),
    Visionary Track: Service Composition for the Future Internet}, author={Arifulina,
    Svetlana and Platenius, Marie Christin and Mohr, Felix and Engels, Gregor and
    Schäfer, Wilhelm}, year={2015}, pages={333--340} }'
  chicago: 'Arifulina, Svetlana, Marie Christin Platenius, Felix Mohr, Gregor Engels,
    and Wilhelm Schäfer. “Market-Specific Service Compositions: Specification and
    Matching.” In <i>Proceedings of the IEEE 11th World Congress on Services (SERVICES),
    Visionary Track: Service Composition for the Future Internet</i>, 333--340, 2015.
    <a href="https://doi.org/10.1109/SERVICES.2015.58">https://doi.org/10.1109/SERVICES.2015.58</a>.'
  ieee: 'S. Arifulina, M. C. Platenius, F. Mohr, G. Engels, and W. Schäfer, “Market-Specific
    Service Compositions: Specification and Matching,” in <i>Proceedings of the IEEE
    11th World Congress on Services (SERVICES), Visionary Track: Service Composition
    for the Future Internet</i>, 2015, pp. 333--340.'
  mla: 'Arifulina, Svetlana, et al. “Market-Specific Service Compositions: Specification
    and Matching.” <i>Proceedings of the IEEE 11th World Congress on Services (SERVICES),
    Visionary Track: Service Composition for the Future Internet</i>, 2015, pp. 333--340,
    doi:<a href="https://doi.org/10.1109/SERVICES.2015.58">10.1109/SERVICES.2015.58</a>.'
  short: 'S. Arifulina, M.C. Platenius, F. Mohr, G. Engels, W. Schäfer, in: Proceedings
    of the IEEE 11th World Congress on Services (SERVICES), Visionary Track: Service
    Composition for the Future Internet, 2015, pp. 333--340.'
date_created: 2017-10-17T12:41:46Z
date_updated: 2022-01-06T06:57:49Z
ddc:
- '040'
department:
- _id: '66'
- _id: '76'
- _id: '355'
doi: 10.1109/SERVICES.2015.58
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-21T09:26:04Z
  date_updated: 2018-03-21T09:26:04Z
  file_id: '1470'
  file_name: 280-07196546.pdf
  file_size: 234260
  relation: main_file
  success: 1
file_date_updated: 2018-03-21T09:26:04Z
has_accepted_license: '1'
language:
- iso: eng
page: 333--340
project:
- _id: '1'
  name: SFB 901
- _id: '9'
  name: SFB 901 - Subprojekt B1
- _id: '10'
  name: SFB 901 - Subproject B2
- _id: '3'
  name: SFB 901 - Project Area B
publication: 'Proceedings of the IEEE 11th World Congress on Services (SERVICES),
  Visionary Track: Service Composition for the Future Internet'
status: public
title: 'Market-Specific Service Compositions: Specification and Matching'
type: conference
user_id: '477'
year: '2015'
...
---
_id: '323'
abstract:
- lang: eng
  text: On-the-fly composition of service-based software solutions is still a challenging
    task. Even more challenges emerge when facing automatic service composition in
    markets of composed services for end users. In this paper, we focus on the functional
    discrepancy between “what a user wants” specified in terms of a request and “what
    a user gets” when executing a composed service. To meet the challenge of functional
    discrepancy, we propose the combination of existing symbolic composition approaches
    with machine learning techniques. We developed a learning recommendation system
    that expands the capabilities of existing composition algorithms to facilitate
    adaptivity and consequently reduces functional discrepancy. As a representative
    of symbolic techniques, an Artificial Intelligence planning based approach produces
    solutions that are correct with respect to formal specifications. Our learning
    recommendation system supports the symbolic approach in decision-making. Reinforcement
    Learning techniques enable the recommendation system to adjust its recommendation
    strategy over time based on user ratings. We implemented the proposed functionality
    in terms of a prototypical composition framework. Preliminary results from experiments
    conducted in the image processing domain illustrate the benefit of combining both
    complementary techniques.
author:
- first_name: Alexander
  full_name: Jungmann, Alexander
  last_name: Jungmann
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
citation:
  ama: Jungmann A, Mohr F. An approach towards adaptive service composition in markets
    of composed services. <i>Journal of Internet Services and Applications</i>. 2015;(1):1-18.
    doi:<a href="https://doi.org/10.1186/s13174-015-0022-8">10.1186/s13174-015-0022-8</a>
  apa: Jungmann, A., &#38; Mohr, F. (2015). An approach towards adaptive service composition
    in markets of composed services. <i>Journal of Internet Services and Applications</i>,
    (1), 1–18. <a href="https://doi.org/10.1186/s13174-015-0022-8">https://doi.org/10.1186/s13174-015-0022-8</a>
  bibtex: '@article{Jungmann_Mohr_2015, title={An approach towards adaptive service
    composition in markets of composed services}, DOI={<a href="https://doi.org/10.1186/s13174-015-0022-8">10.1186/s13174-015-0022-8</a>},
    number={1}, journal={Journal of Internet Services and Applications}, publisher={Springer},
    author={Jungmann, Alexander and Mohr, Felix}, year={2015}, pages={1–18} }'
  chicago: 'Jungmann, Alexander, and Felix Mohr. “An Approach towards Adaptive Service
    Composition in Markets of Composed Services.” <i>Journal of Internet Services
    and Applications</i>, no. 1 (2015): 1–18. <a href="https://doi.org/10.1186/s13174-015-0022-8">https://doi.org/10.1186/s13174-015-0022-8</a>.'
  ieee: A. Jungmann and F. Mohr, “An approach towards adaptive service composition
    in markets of composed services,” <i>Journal of Internet Services and Applications</i>,
    no. 1, pp. 1–18, 2015.
  mla: Jungmann, Alexander, and Felix Mohr. “An Approach towards Adaptive Service
    Composition in Markets of Composed Services.” <i>Journal of Internet Services
    and Applications</i>, no. 1, Springer, 2015, pp. 1–18, doi:<a href="https://doi.org/10.1186/s13174-015-0022-8">10.1186/s13174-015-0022-8</a>.
  short: A. Jungmann, F. Mohr, Journal of Internet Services and Applications (2015)
    1–18.
date_created: 2017-10-17T12:41:55Z
date_updated: 2022-01-06T06:59:06Z
ddc:
- '040'
department:
- _id: '355'
doi: 10.1186/s13174-015-0022-8
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-20T07:39:17Z
  date_updated: 2018-03-20T07:39:17Z
  file_id: '1429'
  file_name: 323-An_approach_towards_adaptive_service_composition_in_markets_of_composed_services.pdf
  file_size: 2842281
  relation: main_file
  success: 1
file_date_updated: 2018-03-20T07:39:17Z
has_accepted_license: '1'
issue: '1'
language:
- iso: eng
page: 1-18
project:
- _id: '1'
  name: SFB 901
- _id: '10'
  name: SFB 901 - Subprojekt B2
- _id: '3'
  name: SFB 901 - Project Area B
publication: Journal of Internet Services and Applications
publisher: Springer
status: public
title: An approach towards adaptive service composition in markets of composed services
type: journal_article
user_id: '477'
year: '2015'
...
---
_id: '324'
abstract:
- lang: eng
  text: Services are self-contained software components that can beused platform independent
    and that aim at maximizing software reuse. Abasic concern in service oriented
    architectures is to measure the reusabilityof services. One of the most important
    qualities is the functionalreusability, which indicates how relevant the task
    is that a service solves.Current metrics for functional reusability of software,
    however, have verylittle explanatory power and do not accomplish this goal.This
    paper presents a new approach to estimate the functional reusabilityof services
    based on their relevance. To this end, it denes the degreeto which a service enables
    the execution of other services as its contri-bution. Based on the contribution,
    relevance of services is dened as anestimation for their functional reusability.
    Explanatory power is obtainedby normalizing relevance values with a reference
    service. The applicationof the metric to a service test set conrms its supposed
    capabilities.
author:
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
citation:
  ama: 'Mohr F. A Metric for Functional Reusability of Services. In: <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i>. LNCS. ; 2015:298--313.
    doi:<a href="https://doi.org/10.1007/978-3-319-14130-5_21">10.1007/978-3-319-14130-5_21</a>'
  apa: Mohr, F. (2015). A Metric for Functional Reusability of Services. In <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i> (pp. 298--313).
    <a href="https://doi.org/10.1007/978-3-319-14130-5_21">https://doi.org/10.1007/978-3-319-14130-5_21</a>
  bibtex: '@inproceedings{Mohr_2015, series={LNCS}, title={A Metric for Functional
    Reusability of Services}, DOI={<a href="https://doi.org/10.1007/978-3-319-14130-5_21">10.1007/978-3-319-14130-5_21</a>},
    booktitle={Proceedings of the 14th International Conference on Software Reuse
    (ICSR)}, author={Mohr, Felix}, year={2015}, pages={298--313}, collection={LNCS}
    }'
  chicago: Mohr, Felix. “A Metric for Functional Reusability of Services.” In <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i>, 298--313. LNCS,
    2015. <a href="https://doi.org/10.1007/978-3-319-14130-5_21">https://doi.org/10.1007/978-3-319-14130-5_21</a>.
  ieee: F. Mohr, “A Metric for Functional Reusability of Services,” in <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i>, 2015, pp. 298--313.
  mla: Mohr, Felix. “A Metric for Functional Reusability of Services.” <i>Proceedings
    of the 14th International Conference on Software Reuse (ICSR)</i>, 2015, pp. 298--313,
    doi:<a href="https://doi.org/10.1007/978-3-319-14130-5_21">10.1007/978-3-319-14130-5_21</a>.
  short: 'F. Mohr, in: Proceedings of the 14th International Conference on Software
    Reuse (ICSR), 2015, pp. 298--313.'
date_created: 2017-10-17T12:41:55Z
date_updated: 2022-01-06T06:59:07Z
ddc:
- '040'
department:
- _id: '355'
doi: 10.1007/978-3-319-14130-5_21
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-20T07:38:44Z
  date_updated: 2018-03-20T07:38:44Z
  file_id: '1428'
  file_name: 324-ICSR-Mohr-15.pdf
  file_size: 569475
  relation: main_file
  success: 1
file_date_updated: 2018-03-20T07:38:44Z
has_accepted_license: '1'
language:
- iso: eng
page: 298--313
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 14th International Conference on Software Reuse (ICSR)
series_title: LNCS
status: public
title: A Metric for Functional Reusability of Services
type: conference
user_id: '477'
year: '2015'
...
---
_id: '319'
abstract:
- lang: eng
  text: Services are self-contained and platform independent software components that
    aim at maximizing software reuse. The automated composition of services to a target
    software artifact has been tackled with many AI techniques, but existing approaches
    make unreasonably strong assumptions such as a predefined data flow, are limited
    to tiny problem sizes, ignore non-functional properties, or assume offline service
    repositories. This paper presents an algorithm that automatically composes services
    without making such assumptions. We employ a backward search algorithm that starts
    from an empty composition and prepends service calls to already discovered candidates
    until a solution is found. Available services are determined during the search
    process. We implemented our algorithm, performed an experimental evaluation, and
    compared it to other approaches.
author:
- first_name: Felix
  full_name: Mohr, Felix
  last_name: Mohr
- first_name: Alexander
  full_name: Jungmann, Alexander
  last_name: Jungmann
- first_name: Hans
  full_name: Kleine Büning, Hans
  last_name: Kleine Büning
citation:
  ama: 'Mohr F, Jungmann A, Kleine Büning H. Automated Online Service Composition.
    In: <i>Proceedings of the 12th IEEE International Conference on Services Computing
    (SCC)</i>. ; 2015:57--64. doi:<a href="https://doi.org/10.1109/SCC.2015.18">10.1109/SCC.2015.18</a>'
  apa: Mohr, F., Jungmann, A., &#38; Kleine Büning, H. (2015). Automated Online Service
    Composition. In <i>Proceedings of the 12th IEEE International Conference on Services
    Computing (SCC)</i> (pp. 57--64). <a href="https://doi.org/10.1109/SCC.2015.18">https://doi.org/10.1109/SCC.2015.18</a>
  bibtex: '@inproceedings{Mohr_Jungmann_Kleine Büning_2015, title={Automated Online
    Service Composition}, DOI={<a href="https://doi.org/10.1109/SCC.2015.18">10.1109/SCC.2015.18</a>},
    booktitle={Proceedings of the 12th IEEE International Conference on Services Computing
    (SCC)}, author={Mohr, Felix and Jungmann, Alexander and Kleine Büning, Hans},
    year={2015}, pages={57--64} }'
  chicago: Mohr, Felix, Alexander Jungmann, and Hans Kleine Büning. “Automated Online
    Service Composition.” In <i>Proceedings of the 12th IEEE International Conference
    on Services Computing (SCC)</i>, 57--64, 2015. <a href="https://doi.org/10.1109/SCC.2015.18">https://doi.org/10.1109/SCC.2015.18</a>.
  ieee: F. Mohr, A. Jungmann, and H. Kleine Büning, “Automated Online Service Composition,”
    in <i>Proceedings of the 12th IEEE International Conference on Services Computing
    (SCC)</i>, 2015, pp. 57--64.
  mla: Mohr, Felix, et al. “Automated Online Service Composition.” <i>Proceedings
    of the 12th IEEE International Conference on Services Computing (SCC)</i>, 2015,
    pp. 57--64, doi:<a href="https://doi.org/10.1109/SCC.2015.18">10.1109/SCC.2015.18</a>.
  short: 'F. Mohr, A. Jungmann, H. Kleine Büning, in: Proceedings of the 12th IEEE
    International Conference on Services Computing (SCC), 2015, pp. 57--64.'
date_created: 2017-10-17T12:41:54Z
date_updated: 2022-01-06T06:59:04Z
ddc:
- '040'
department:
- _id: '355'
doi: 10.1109/SCC.2015.18
file:
- access_level: closed
  content_type: application/pdf
  creator: florida
  date_created: 2018-03-20T07:42:03Z
  date_updated: 2018-03-20T07:42:03Z
  file_id: '1434'
  file_name: 319-07207336.pdf
  file_size: 345742
  relation: main_file
  success: 1
file_date_updated: 2018-03-20T07:42:03Z
has_accepted_license: '1'
language:
- iso: eng
page: 57--64
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 IEEE International Conference on Services Computing
  (SCC)
status: public
title: Automated Online Service Composition
type: conference
user_id: '477'
year: '2015'
...
---
_id: '4792'
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 for Classification.
    <i>IEEE Transactions on Fuzzy Systems</i>. 2015;23(6):2024-2033. doi:<a href="https://doi.org/10.1109/tfuzz.2015.2396078">10.1109/tfuzz.2015.2396078</a>
  apa: Senge, R., &#38; Hüllermeier, E. (2015). Fast Fuzzy Pattern Tree Learning for
    Classification. <i>IEEE Transactions on Fuzzy Systems</i>, <i>23</i>(6), 2024–2033.
    <a href="https://doi.org/10.1109/tfuzz.2015.2396078">https://doi.org/10.1109/tfuzz.2015.2396078</a>
  bibtex: '@article{Senge_Hüllermeier_2015, title={Fast Fuzzy Pattern Tree Learning
    for Classification}, volume={23}, DOI={<a href="https://doi.org/10.1109/tfuzz.2015.2396078">10.1109/tfuzz.2015.2396078</a>},
    number={6}, journal={IEEE Transactions on Fuzzy Systems}, publisher={Institute
    of Electrical and Electronics Engineers (IEEE)}, author={Senge, Robin and Hüllermeier,
    Eyke}, year={2015}, pages={2024–2033} }'
  chicago: 'Senge, Robin, and Eyke Hüllermeier. “Fast Fuzzy Pattern Tree Learning
    for Classification.” <i>IEEE Transactions on Fuzzy Systems</i> 23, no. 6 (2015):
    2024–33. <a href="https://doi.org/10.1109/tfuzz.2015.2396078">https://doi.org/10.1109/tfuzz.2015.2396078</a>.'
  ieee: R. Senge and E. Hüllermeier, “Fast Fuzzy Pattern Tree Learning for 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 for Classification.”
    <i>IEEE Transactions on Fuzzy Systems</i>, vol. 23, no. 6, Institute of Electrical
    and Electronics Engineers (IEEE), 2015, pp. 2024–33, doi:<a href="https://doi.org/10.1109/tfuzz.2015.2396078">10.1109/tfuzz.2015.2396078</a>.
  short: R. Senge, E. Hüllermeier, IEEE Transactions on Fuzzy Systems 23 (2015) 2024–2033.
date_created: 2018-10-22T06:53:37Z
date_updated: 2022-01-06T07:01:22Z
ddc:
- '000'
department:
- _id: '355'
doi: 10.1109/tfuzz.2015.2396078
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2018-11-02T15:53:23Z
  date_updated: 2018-11-02T15:53:23Z
  file_id: '5316'
  file_name: 07018950.pdf
  file_size: 732827
  relation: main_file
  success: 1
file_date_updated: 2018-11-02T15:53:23Z
has_accepted_license: '1'
intvolume: '        23'
issue: '6'
language:
- iso: eng
page: 2024-2033
project:
- _id: '1'
  name: SFB 901
- _id: '3'
  name: SFB 901 - Project Area B
- _id: '11'
  name: SFB 901 - Subproject B3
publication: IEEE Transactions on Fuzzy Systems
publication_identifier:
  issn:
  - 1063-6706
  - 1941-0034
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: Fast Fuzzy Pattern Tree Learning for Classification
type: journal_article
user_id: '49109'
volume: 23
year: '2015'
...
---
_id: '15406'
author:
- first_name: D.
  full_name: Schäfer, D.
  last_name: Schäfer
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Schäfer D, Hüllermeier E. Preference-based meta-learning using dyad ranking:
    Recommending algorithms in cold-start situations. In: <i>In Proceedings of the
    2015 International Workshop on Meta-Learning and Algorithm Selection Co-Located
    ECML/PKDD, Porto, Portugal</i>. ; 2015:110-111.'
  apa: 'Schäfer, D., &#38; Hüllermeier, E. (2015). Preference-based meta-learning
    using dyad ranking: Recommending algorithms in cold-start situations. In <i>in
    Proceedings of the 2015 international Workshop on Meta-Learning and Algorithm
    Selection co-located ECML/PKDD, Porto, Portugal</i> (pp. 110–111).'
  bibtex: '@inproceedings{Schäfer_Hüllermeier_2015, title={Preference-based meta-learning
    using dyad ranking: Recommending algorithms in cold-start situations}, booktitle={in
    Proceedings of the 2015 international Workshop on Meta-Learning and Algorithm
    Selection co-located ECML/PKDD, Porto, Portugal}, author={Schäfer, D. and Hüllermeier,
    Eyke}, year={2015}, pages={110–111} }'
  chicago: 'Schäfer, D., and Eyke Hüllermeier. “Preference-Based Meta-Learning Using
    Dyad Ranking: Recommending Algorithms in Cold-Start Situations.” In <i>In Proceedings
    of the 2015 International Workshop on Meta-Learning and Algorithm Selection Co-Located
    ECML/PKDD, Porto, Portugal</i>, 110–11, 2015.'
  ieee: 'D. Schäfer and E. Hüllermeier, “Preference-based meta-learning using dyad
    ranking: Recommending algorithms in cold-start situations,” in <i>in Proceedings
    of the 2015 international Workshop on Meta-Learning and Algorithm Selection co-located
    ECML/PKDD, Porto, Portugal</i>, 2015, pp. 110–111.'
  mla: 'Schäfer, D., and Eyke Hüllermeier. “Preference-Based Meta-Learning Using Dyad
    Ranking: Recommending Algorithms in Cold-Start Situations.” <i>In Proceedings
    of the 2015 International Workshop on Meta-Learning and Algorithm Selection Co-Located
    ECML/PKDD, Porto, Portugal</i>, 2015, pp. 110–11.'
  short: 'D. Schäfer, E. Hüllermeier, in: In Proceedings of the 2015 International
    Workshop on Meta-Learning and Algorithm Selection Co-Located ECML/PKDD, Porto,
    Portugal, 2015, pp. 110–111.'
date_created: 2019-12-19T16:52:09Z
date_updated: 2022-01-06T06:52:23Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 110-111
publication: in Proceedings of the 2015 international Workshop on Meta-Learning and
  Algorithm Selection co-located ECML/PKDD, Porto, Portugal
status: public
title: 'Preference-based meta-learning using dyad ranking: Recommending algorithms
  in cold-start situations'
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '15749'
author:
- first_name: Adil
  full_name: Paul, Adil
  last_name: Paul
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Paul A, Hüllermeier E. A cbr approach to the angry birds game. In: <i>In Workshop
    Proceedings from ICCBR, 23rd International Conference on Case-Based Reasoning,
    Frankfurt, Germany</i>. ; 2015:68-77.'
  apa: Paul, A., &#38; Hüllermeier, E. (2015). A cbr approach to the angry birds game.
    In <i>In Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based
    Reasoning, Frankfurt, Germany</i> (pp. 68–77).
  bibtex: '@inproceedings{Paul_Hüllermeier_2015, title={A cbr approach to the angry
    birds game}, booktitle={In Workshop Proceedings from ICCBR, 23rd International
    Conference on Case-Based Reasoning, Frankfurt, Germany}, author={Paul, Adil and
    Hüllermeier, Eyke}, year={2015}, pages={68–77} }'
  chicago: Paul, Adil, and Eyke Hüllermeier. “A Cbr Approach to the Angry Birds Game.”
    In <i>In Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based
    Reasoning, Frankfurt, Germany</i>, 68–77, 2015.
  ieee: A. Paul and E. Hüllermeier, “A cbr approach to the angry birds game,” in <i>In
    Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based Reasoning,
    Frankfurt, Germany</i>, 2015, pp. 68–77.
  mla: Paul, Adil, and Eyke Hüllermeier. “A Cbr Approach to the Angry Birds Game.”
    <i>In Workshop Proceedings from ICCBR, 23rd International Conference on Case-Based
    Reasoning, Frankfurt, Germany</i>, 2015, pp. 68–77.
  short: 'A. Paul, E. Hüllermeier, in: In Workshop Proceedings from ICCBR, 23rd International
    Conference on Case-Based Reasoning, Frankfurt, Germany, 2015, pp. 68–77.'
date_created: 2020-02-03T14:07:45Z
date_updated: 2022-01-06T06:52:32Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 68-77
publication: In Workshop Proceedings from ICCBR, 23rd International Conference on
  Case-Based Reasoning, Frankfurt, Germany
status: public
title: A cbr approach to the angry birds game
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '15750'
author:
- first_name: R.
  full_name: Ewerth, R.
  last_name: Ewerth
- first_name: A.
  full_name: Balz, A.
  last_name: Balz
- first_name: J.
  full_name: Gehlhaar, J.
  last_name: Gehlhaar
- first_name: K.
  full_name: Dembczynski, K.
  last_name: Dembczynski
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Ewerth R, Balz A, Gehlhaar J, Dembczynski K, Hüllermeier E. Depth estimation
    in monocular images: Quantitative versus qualitative approaches. In: Hoffmann
    F, Hüllermeier E, eds. <i>In Proceedings 25. Workshop Computational Intelligence,
    Dortmund, Germany</i>. KIT Scientific Publishing; 2015:235-240.'
  apa: 'Ewerth, R., Balz, A., Gehlhaar, J., Dembczynski, K., &#38; Hüllermeier, E.
    (2015). Depth estimation in monocular images: Quantitative versus qualitative
    approaches. In F. Hoffmann &#38; E. Hüllermeier (Eds.), <i>In Proceedings 25.
    Workshop Computational Intelligence, Dortmund, Germany</i> (pp. 235–240). KIT
    Scientific Publishing.'
  bibtex: '@inproceedings{Ewerth_Balz_Gehlhaar_Dembczynski_Hüllermeier_2015, title={Depth
    estimation in monocular images: Quantitative versus qualitative approaches}, booktitle={In
    Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany}, publisher={KIT
    Scientific Publishing}, author={Ewerth, R. and Balz, A. and Gehlhaar, J. and Dembczynski,
    K. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors},
    year={2015}, pages={235–240} }'
  chicago: 'Ewerth, R., A. Balz, J. Gehlhaar, K. Dembczynski, and Eyke Hüllermeier.
    “Depth Estimation in Monocular Images: Quantitative versus Qualitative Approaches.”
    In <i>In Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany</i>,
    edited by F. Hoffmann and Eyke Hüllermeier, 235–40. KIT Scientific Publishing,
    2015.'
  ieee: 'R. Ewerth, A. Balz, J. Gehlhaar, K. Dembczynski, and E. Hüllermeier, “Depth
    estimation in monocular images: Quantitative versus qualitative approaches,” in
    <i>In Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany</i>,
    2015, pp. 235–240.'
  mla: 'Ewerth, R., et al. “Depth Estimation in Monocular Images: Quantitative versus
    Qualitative Approaches.” <i>In Proceedings 25. Workshop Computational Intelligence,
    Dortmund, Germany</i>, edited by F. Hoffmann and Eyke Hüllermeier, KIT Scientific
    Publishing, 2015, pp. 235–40.'
  short: 'R. Ewerth, A. Balz, J. Gehlhaar, K. Dembczynski, E. Hüllermeier, in: F.
    Hoffmann, E. Hüllermeier (Eds.), In Proceedings 25. Workshop Computational Intelligence,
    Dortmund, Germany, KIT Scientific Publishing, 2015, pp. 235–240.'
date_created: 2020-02-03T14:12:59Z
date_updated: 2022-01-06T06:52:32Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
editor:
- first_name: F.
  full_name: Hoffmann, F.
  last_name: Hoffmann
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  last_name: Hüllermeier
language:
- iso: eng
page: 235-240
publication: In Proceedings 25. Workshop Computational Intelligence, Dortmund, Germany
publisher: KIT Scientific Publishing
status: public
title: 'Depth estimation in monocular images: Quantitative versus qualitative approaches'
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '15751'
author:
- first_name: S.
  full_name: Lu, S.
  last_name: Lu
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Lu S, Hüllermeier E. Locally weighted regression through data imprecisiation.
    In: Hoffmann F, Hüllermeier E, eds. <i>In Proceedings 25th Workshop Computational
    Intelligence, Dortmund Germany</i>. KIT Scientific Publishing; 2015:97-104.'
  apa: Lu, S., &#38; Hüllermeier, E. (2015). Locally weighted regression through data
    imprecisiation. In F. Hoffmann &#38; E. Hüllermeier (Eds.), <i>in Proceedings
    25th Workshop Computational Intelligence, Dortmund Germany</i> (pp. 97–104). KIT
    Scientific Publishing.
  bibtex: '@inproceedings{Lu_Hüllermeier_2015, title={Locally weighted regression
    through data imprecisiation}, booktitle={in Proceedings 25th Workshop Computational
    Intelligence, Dortmund Germany}, publisher={KIT Scientific Publishing}, author={Lu,
    S. and Hüllermeier, Eyke}, editor={Hoffmann, F. and Hüllermeier, EykeEditors},
    year={2015}, pages={97–104} }'
  chicago: Lu, S., and Eyke Hüllermeier. “Locally Weighted Regression through Data
    Imprecisiation.” In <i>In Proceedings 25th Workshop Computational Intelligence,
    Dortmund Germany</i>, edited by F. Hoffmann and Eyke Hüllermeier, 97–104. KIT
    Scientific Publishing, 2015.
  ieee: S. Lu and E. Hüllermeier, “Locally weighted regression through data imprecisiation,”
    in <i>in Proceedings 25th Workshop Computational Intelligence, Dortmund Germany</i>,
    2015, pp. 97–104.
  mla: Lu, S., and Eyke Hüllermeier. “Locally Weighted Regression through Data Imprecisiation.”
    <i>In Proceedings 25th Workshop Computational Intelligence, Dortmund Germany</i>,
    edited by F. Hoffmann and Eyke Hüllermeier, KIT Scientific Publishing, 2015, pp.
    97–104.
  short: 'S. Lu, E. Hüllermeier, in: F. Hoffmann, E. Hüllermeier (Eds.), In Proceedings
    25th Workshop Computational Intelligence, Dortmund Germany, KIT Scientific Publishing,
    2015, pp. 97–104.'
date_created: 2020-02-03T14:16:31Z
date_updated: 2022-01-06T06:52:32Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
editor:
- first_name: F.
  full_name: Hoffmann, F.
  last_name: Hoffmann
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  last_name: Hüllermeier
language:
- iso: eng
page: 97-104
publication: in Proceedings 25th Workshop Computational Intelligence, Dortmund Germany
publisher: KIT Scientific Publishing
status: public
title: Locally weighted regression through data imprecisiation
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '16049'
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 for 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 for
    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
    for 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
    for 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 for 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 for 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: 2020-02-24T16:15:47Z
date_updated: 2022-01-06T06:52:42Z
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 for classification '
type: journal_article
user_id: '49109'
volume: 23
year: '2015'
...
---
_id: '16051'
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: 2020-02-24T16:19:25Z
date_updated: 2022-01-06T06:52:42Z
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: '16053'
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: 2020-02-24T16:22:26Z
date_updated: 2022-01-06T06:52:42Z
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: '16058'
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>Journal of Machine Learning Research</i>. 2015;15:3313-3368.
  apa: Waegeman, W., Dembczynski, K., Jachnik, A., Cheng, W., &#38; Hüllermeier, E.
    (2015). On the Bayes-optimality of F-measure maximizers. <i>Journal of Machine
    Learning Research</i>, <i>15</i>, 3313–3368.
  bibtex: '@article{Waegeman_Dembczynski_Jachnik_Cheng_Hüllermeier_2015, title={On
    the Bayes-optimality of F-measure maximizers}, volume={15}, journal={Journal of
    Machine Learning Research}, author={Waegeman, W. and Dembczynski, K. and Jachnik,
    A. and Cheng, W. and Hüllermeier, Eyke}, year={2015}, pages={3313–3368} }'
  chicago: 'Waegeman, W., K. Dembczynski, A. Jachnik, W. Cheng, and Eyke Hüllermeier.
    “On the Bayes-Optimality of F-Measure Maximizers.” <i>Journal of Machine Learning
    Research</i> 15 (2015): 3313–68.'
  ieee: W. Waegeman, K. Dembczynski, A. Jachnik, W. Cheng, and E. Hüllermeier, “On
    the Bayes-optimality of F-measure maximizers,” <i>Journal of Machine Learning
    Research</i>, vol. 15, pp. 3313–3368, 2015.
  mla: Waegeman, W., et al. “On the Bayes-Optimality of F-Measure Maximizers.” <i>Journal
    of Machine Learning Research</i>, vol. 15, 2015, pp. 3313–68.
  short: W. Waegeman, K. Dembczynski, A. Jachnik, W. Cheng, E. Hüllermeier, Journal
    of Machine Learning Research 15 (2015) 3313–3368.
date_created: 2020-02-24T16:29:58Z
date_updated: 2022-01-06T06:52:42Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
intvolume: '        15'
language:
- iso: eng
page: 3313-3368
publication: 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: '16067'
author:
- first_name: A.
  full_name: Shaker, A.
  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, A. and Hüllermeier, Eyke},
    year={2015}, pages={250–264} }'
  chicago: 'Shaker, A., 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, A., 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: 2020-02-24T16:42:19Z
date_updated: 2022-01-06T06:52:42Z
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: '10234'
author:
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: M.
  full_name: Minor, M.
  last_name: Minor
citation:
  ama: 'Hüllermeier E, Minor M. Case-Based Reasoning Research and Development . In:
    <i>In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR
    2015) LNAI 9343</i>. Springer; 2015.'
  apa: Hüllermeier, E., &#38; Minor, M. (2015). Case-Based Reasoning Research and
    Development . In <i>in Proceedings 23rd International Conference on Case-Based
    Reasoning (ICCBR 2015) LNAI 9343</i>. Springer.
  bibtex: '@inproceedings{Hüllermeier_Minor_2015, title={Case-Based Reasoning Research
    and Development }, booktitle={in Proceedings 23rd International Conference on
    Case-Based Reasoning (ICCBR 2015) LNAI 9343}, publisher={Springer}, author={Hüllermeier,
    Eyke and Minor, M.}, year={2015} }'
  chicago: Hüllermeier, Eyke, and M. Minor. “Case-Based Reasoning Research and Development
    .” In <i>In Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015) LNAI 9343</i>. Springer, 2015.
  ieee: E. Hüllermeier and M. Minor, “Case-Based Reasoning Research and Development
    ,” in <i>in Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015) LNAI 9343</i>, 2015.
  mla: Hüllermeier, Eyke, and M. Minor. “Case-Based Reasoning Research and Development
    .” <i>In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR
    2015) LNAI 9343</i>, Springer, 2015.
  short: 'E. Hüllermeier, M. Minor, in: In Proceedings 23rd International Conference
    on Case-Based Reasoning (ICCBR 2015) LNAI 9343, Springer, 2015.'
date_created: 2019-06-13T12:45:25Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
publication: in Proceedings 23rd International Conference on Case-Based Reasoning
  (ICCBR 2015) LNAI 9343
publisher: Springer
status: public
title: 'Case-Based Reasoning Research and Development '
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '10235'
author:
- first_name: F.
  full_name: Hoffmann, F.
  last_name: Hoffmann
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Hoffmann F, Hüllermeier E. Proceedings 25. Workshop Computational Intelligence
    KIT Scientific Publishing. In: ; 2015.'
  apa: Hoffmann, F., &#38; Hüllermeier, E. (2015). Proceedings 25. Workshop Computational
    Intelligence KIT Scientific Publishing.
  bibtex: '@inproceedings{Hoffmann_Hüllermeier_2015, title={Proceedings 25. Workshop
    Computational Intelligence KIT Scientific Publishing}, author={Hoffmann, F. and
    Hüllermeier, Eyke}, year={2015} }'
  chicago: Hoffmann, F., and Eyke Hüllermeier. “Proceedings 25. Workshop Computational
    Intelligence KIT Scientific Publishing,” 2015.
  ieee: F. Hoffmann and E. Hüllermeier, “Proceedings 25. Workshop Computational Intelligence
    KIT Scientific Publishing,” 2015.
  mla: Hoffmann, F., and Eyke Hüllermeier. <i>Proceedings 25. Workshop Computational
    Intelligence KIT Scientific Publishing</i>. 2015.
  short: 'F. Hoffmann, E. Hüllermeier, in: 2015.'
date_created: 2019-06-13T12:48:18Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
status: public
title: Proceedings 25. Workshop Computational Intelligence KIT Scientific Publishing
type: conference
user_id: '49109'
year: '2015'
...
---
_id: '10236'
author:
- first_name: A.
  full_name: Abdel-Aziz, A.
  last_name: Abdel-Aziz
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
citation:
  ama: 'Abdel-Aziz A, Hüllermeier E. Case Base Maintenance in Preference-Based CBR.
    In: <i>In Proceedings 23rd International Conference on Case-Based Reasoning (ICCBR
    2015)</i>. ; 2015:1-14.'
  apa: Abdel-Aziz, A., &#38; Hüllermeier, E. (2015). Case Base Maintenance in Preference-Based
    CBR. In <i>In Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015)</i> (pp. 1–14).
  bibtex: '@inproceedings{Abdel-Aziz_Hüllermeier_2015, title={Case Base Maintenance
    in Preference-Based CBR}, booktitle={In Proceedings 23rd International Conference
    on Case-Based Reasoning (ICCBR 2015)}, author={Abdel-Aziz, A. and Hüllermeier,
    Eyke}, year={2015}, pages={1–14} }'
  chicago: Abdel-Aziz, A., and Eyke Hüllermeier. “Case Base Maintenance in Preference-Based
    CBR.” In <i>In Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015)</i>, 1–14, 2015.
  ieee: A. Abdel-Aziz and E. Hüllermeier, “Case Base Maintenance in Preference-Based
    CBR,” in <i>In Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015)</i>, 2015, pp. 1–14.
  mla: Abdel-Aziz, A., and Eyke Hüllermeier. “Case Base Maintenance in Preference-Based
    CBR.” <i>In Proceedings 23rd International Conference on Case-Based Reasoning
    (ICCBR 2015)</i>, 2015, pp. 1–14.
  short: 'A. Abdel-Aziz, E. Hüllermeier, in: In Proceedings 23rd International Conference
    on Case-Based Reasoning (ICCBR 2015), 2015, pp. 1–14.'
date_created: 2019-06-13T12:53:23Z
date_updated: 2022-01-06T06:50:33Z
department:
- _id: '34'
- _id: '7'
- _id: '355'
language:
- iso: eng
page: 1-14
publication: In Proceedings 23rd International Conference on Case-Based Reasoning
  (ICCBR 2015)
status: public
title: Case Base Maintenance in Preference-Based CBR
type: conference
user_id: '49109'
year: '2015'
...