SFB 901 - Subproject B2

Project Period: 2011-07-01
Externally Funded
Acronym
SFB 901 - B2
Principal Investigator
Eyke Hüllermeier, Hans Kleine Büning, Bernd Kleinjohann
Funding Organisation
DFG

81 Publications

2018 | Conference Paper | LibreCat-ID: 2479 | OA
(WIP) Towards the Automated Composition of Machine Learning Services
F. Mohr, M.D. Wever, E. Hüllermeier, A. Faez, in: SCC, IEEE, San Francisco, CA, USA, 2018.
LibreCat | Files available | DOI | Download (ext.)
 
2015 | Conference Paper | LibreCat-ID: 280
Market-Specific Service Compositions: Specification and Matching
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.
LibreCat | Files available | DOI
 
2021 | Conference Paper | LibreCat-ID: 28350
MLCHECK–Property-Driven Testing of Machine Learning Classifiers
A. Sharma, C. Demir, A.-C. Ngonga Ngomo, H. Wehrheim, in: Proceedings of the 20th IEEE International Conference on Machine Learning and Applications (ICMLA), IEEE, n.d.
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2018 | Conference Paper | LibreCat-ID: 2857 | OA
Programmatic Task Network Planning
F. Mohr, T. Lettmann, E. Hüllermeier, M.D. Wever, in: Proceedings of the 1st ICAPS Workshop on Hierarchical Planning, AAAI, 2018, pp. 31–39.
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2015 | Conference Paper | LibreCat-ID: 245
Systematically Deriving Quality Metrics for Cloud Computing Systems
M. Becker, S. Lehrig, S. Becker, in: Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, New York, NY, USA, 2015, pp. 169--174.
LibreCat | Files available | DOI
 
2018 | Conference Paper | LibreCat-ID: 2471 | OA
On-The-Fly Service Construction with Prototypes
F. Mohr, M.D. Wever, E. Hüllermeier, in: SCC, IEEE Computer Society, San Francisco, CA, USA, 2018.
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2015 | Journal Article | LibreCat-ID: 323
An approach towards adaptive service composition in markets of composed services
A. Jungmann, F. Mohr, Journal of Internet Services and Applications (2015) 1–18.
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 324
A Metric for Functional Reusability of Services
F. Mohr, in: Proceedings of the 14th International Conference on Software Reuse (ICSR), 2015, pp. 298--313.
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2015 | Journal Article | LibreCat-ID: 3343
Learning Boolean Specifications
U. Bubeck, H. Kleine Büning, Artificial Intelligence (2015) 246–257.
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2014 | Conference Paper | LibreCat-ID: 345
Towards Context-Sensitive Service Composition for Service-Oriented Image Processing
A. Jungmann, B. Kleinjohann, in: Proceedings of the 6th International Conference on Cloud Computing Technology and Science (CloudCom), 2014, pp. 755–758.
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 346
Towards a Flexible and Privacy-Preserving Reputation System for Markets of Composed Services
S. Brangewitz, A. Jungmann, R. Petrlic, M.C. Platenius, in: Proceedings of the 6th International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2014, pp. 49–57.
LibreCat | Files available
 
2018 | Journal Article | LibreCat-ID: 3510 | OA
ML-Plan: Automated Machine Learning via Hierarchical Planning
F. Mohr, M.D. Wever, E. Hüllermeier, Machine Learning (2018) 1495–1515.
LibreCat | Files available | DOI | Download (ext.)
 
2014 | Conference Paper | LibreCat-ID: 353
Template-based Generation of Semantic Services
F. Mohr, S. Walther, in: Proceedings of the 14th International Conference on Software Reuse (ICSR), 2014, pp. 188–203.
LibreCat | Files available | DOI
 
2018 | Conference Paper | LibreCat-ID: 3552 | OA
Reduction Stumps for Multi-Class Classification
F. Mohr, M.D. Wever, E. Hüllermeier, in: Proceedings of the Symposium on Intelligent Data Analysis, ‘s-Hertogenbosch, the Netherlands, n.d.
LibreCat | Files available | DOI | Download (ext.)
 
2014 | Conference Paper | LibreCat-ID: 366
Security and Privacy Challenges in On-The-Fly Computing
R. Petrlic, A. Jungmann, M.C. Platenius, W. Schäfer, C. Sorge, in: Tagungsband Der 4. Konferenz Software-Technologien Und -Prozesse (STeP 2014), 2014, pp. 131–142.
LibreCat | Files available
 
2018 | Conference Paper | LibreCat-ID: 3852 | OA
ML-Plan for Unlimited-Length Machine Learning Pipelines
M.D. Wever, F. Mohr, E. Hüllermeier, in: ICML 2018 AutoML Workshop, 2018.
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2015 | Conference Paper | LibreCat-ID: 315
Combining Service-oriented Computing with Embedded Systems - A Robotics Case Study
A. Jungmann, J. Jatzkowski, B. Kleinjohann, in: Proceedings of the 5th IFIP International Embedded Systems Symposium, 2015.
LibreCat | Files available
 
2015 | Conference Paper | LibreCat-ID: 319
Automated Online Service Composition
F. Mohr, A. Jungmann, H. Kleine Büning, in: Proceedings of the 12th IEEE International Conference on Services Computing (SCC), 2015, pp. 57--64.
LibreCat | Files available | DOI
 
2015 | Conference Paper | LibreCat-ID: 272
On Adaptivity for Automated Composition of Service Functionality
A. Jungmann, in: Proceedings of the IEEE 11th World Congress on Services (SERVICES), 2015, pp. 329--332.
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 115
Certification Matters for Service Markets
M.-C. Jakobs, J. Krämer, D. van Straaten, T. Lettmann, in: T.P. Marcelo De Barros, Janusz Klink,Tadeus Uhl (Ed.), The Ninth International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2017, pp. 7–12.
LibreCat | Files available
 
2021 | Journal Article | LibreCat-ID: 21004
AutoML for Multi-Label Classification: Overview and Empirical Evaluation
M.D. Wever, A. Tornede, F. Mohr, E. Hüllermeier, IEEE Transactions on Pattern Analysis and Machine Intelligence (2021) 1–1.
LibreCat | DOI
 
2018 | Conference Paper | LibreCat-ID: 2109 | OA
Ensembles of Evolved Nested Dichotomies for Classification
M.D. Wever, F. Mohr, E. Hüllermeier, in: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2018, Kyoto, Japan, July 15-19, 2018, ACM, Kyoto, Japan, 2018.
LibreCat | Files available | DOI | Download (ext.)
 
2021 | Journal Article | LibreCat-ID: 21092
Predicting Machine Learning Pipeline Runtimes in the Context of Automated Machine Learning
F. Mohr, M.D. Wever, A. Tornede, E. Hüllermeier, IEEE Transactions on Pattern Analysis and Machine Intelligence (n.d.).
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2021 | Conference Paper | LibreCat-ID: 21570
Coevolution of Remaining Useful Lifetime Estimation Pipelines for Automated Predictive Maintenance
T. Tornede, A. Tornede, M.D. Wever, E. Hüllermeier, in: Proceedings of the Genetic and Evolutionary Computation Conference, 2021.
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2020 | Conference Paper | LibreCat-ID: 17407
Extreme Algorithm Selection with Dyadic Feature Representation
A. Tornede, M.D. Wever, E. Hüllermeier, in: Discovery Science, 2020.
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2020 | Conference Paper | LibreCat-ID: 17408
Hybrid Ranking and Regression for Algorithm Selection
J.M. Hanselle, A. Tornede, M.D. Wever, E. Hüllermeier, in: KI 2020: Advances in Artificial Intelligence, 2020.
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2020 | Conference Paper | LibreCat-ID: 17424
AutoML for Predictive Maintenance: One Tool to RUL Them All
T. Tornede, A. Tornede, M.D. Wever, F. Mohr, E. Hüllermeier, in: Proceedings of the ECMLPKDD 2020, 2020.
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2018 | Preprint | LibreCat-ID: 17713 | OA
Automated Multi-Label Classification based on ML-Plan
M.D. Wever, F. Mohr, E. Hüllermeier, (2018).
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2018 | Preprint | LibreCat-ID: 17714 | OA
Automated machine learning service composition
F. Mohr, M.D. Wever, E. Hüllermeier, (2018).
LibreCat | Download (ext.)
 
2016 | Journal Article | LibreCat-ID: 190
Imprecise Matching of Requirements Specifications for Software Services using Fuzzy Logic
M.C. Platenius, A. Shaker, M. Becker, E. Hüllermeier, W. Schäfer, IEEE Transactions on Software Engineering (TSE), Presented at ICSE 2017 (2016) 739–759.
LibreCat | Files available | DOI
 
2020 | Conference Paper | LibreCat-ID: 20306
Towards Meta-Algorithm Selection
A. Tornede, M.D. Wever, E. Hüllermeier, in: Workshop MetaLearn 2020 @ NeurIPS 2020, 2020.
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2020 | Conference Paper | LibreCat-ID: 18276
Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis
A. Tornede, M.D. Wever, S. Werner, F. Mohr, E. Hüllermeier, in: ACML 2020, 2020.
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2016 | Conference Paper | LibreCat-ID: 225
A Holistic and Adaptive Approach for Automated Prototyping of Image Processing Functionality
A. Jungmann, B. Kleinjohann, in: Proceedings of the 21st IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), 2016, pp. 1--8.
LibreCat | Files available | DOI
 
2021 | Conference Paper | LibreCat-ID: 22913
Automated Machine Learning, Bounded Rationality, and Rational Metareasoning
E. Hüllermeier, F. Mohr, A. Tornede, M.D. Wever, in: 2021.
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2016 | Conference Paper | LibreCat-ID: 218
Automatic Composition of Service-based Image Processing Applications
A. Jungmann, B. Kleinjohann, in: Proceedings of the 13th IEEE International Conference on Services Computing (SCC), 2016, pp. 106--113.
LibreCat | Files available | DOI
 
2012 | Conference Paper | LibreCat-ID: 568
Towards the Application of Reinforcement Learning Techniques for Quality-Based Service Selection in Automated Service Composition
A. Jungmann, B. Kleinjohann, in: Proceedings of the 9th IEEE International Conference on Service Computing (SCC), 2012, pp. 701–702.
LibreCat | Files available | DOI
 
2018 | Bachelorsthesis | LibreCat-ID: 5693
Ranking of Classification Algorithms in AutoML
H. Graf, Ranking of Classification Algorithms in AutoML, Universität Paderborn, 2018.
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2017 | Bachelorsthesis | LibreCat-ID: 5694
Genetischer Algorithmus zur Erstellung von Ensembles von Nested Dichotomies
N.N. Schnitker, Genetischer Algorithmus zur Erstellung von Ensembles von Nested Dichotomies, Universität Paderborn, 2017.
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2012 | Conference Paper | LibreCat-ID: 571
Towards an Integrated Service Rating and Ranking Methodology for Quality Based Service Selection in Automatic Service Composition
A. Jungmann, B. Kleinjohann, in: Proceedings of the 4th International Conferences on Advanced Service Computing (SERVICE COMPUTATION), 2012, pp. 43–47.
LibreCat | Files available
 
2017 | Mastersthesis | LibreCat-ID: 5724
Solving the Container Pre-Marshalling Problem using Reinforcement Learning and Structured Output Prediction
A. Hetzer, T. Tornede, Solving the Container Pre-Marshalling Problem Using Reinforcement Learning and Structured Output Prediction, Universität Paderborn, 2017.
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2018 | Bachelorsthesis | LibreCat-ID: 5936
Learning about learning curves from dataset properties
M. Scheibl, Learning about Learning Curves from Dataset Properties, Universität Paderborn, 2018.
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2012 | Conference Paper | LibreCat-ID: 617
Efficient Color-Based Image Segmentation and Feature Classification for Image Processing in Embedded Systems
A. Jungmann, B. Kleinjohann, E. Kleinjohann, M. Bieshaar, in: Proceedings of the Fourth International Conference on Resource Intensive Applications and Services (INTENSIVE), 2012, pp. 22–29.
LibreCat | Files available
 
2018 | Book Chapter | LibreCat-ID: 6423
Preference-Based Reinforcement Learning Using Dyad Ranking
D. Schäfer, E. Hüllermeier, in: Discovery Science, Springer International Publishing, Cham, 2018, pp. 161–175.
LibreCat | Files available | DOI
 
2014 | Conference Paper | LibreCat-ID: 447
Combining Automatic Service Composition with Adaptive Service Recommendation for Dynamic Markets of Services
A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 10th World Congress on Services (SERVICES), 2014, pp. 346–353.
LibreCat | Files available | DOI
 
2014 | Mastersthesis | LibreCat-ID: 454
Automated Service Composition: Adaption of the ASTRO Approach
W. Heldt, Automated Service Composition: Adaption of the ASTRO Approach, Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 457
Applying Reinforcement Learning for Resolving Ambiguity in Service Composition
A. Jungmann, F. Mohr, B. Kleinjohann, in: Proceedings of the 7th International Conference on Service Oriented Computing and Applications (SOCA), 2014, pp. 105–112.
LibreCat | Files available | DOI
 
2013 | Bachelorsthesis | LibreCat-ID: 482
Statistisches Planen von Aktionen für autonome mobile Roboter in realen Umgebungen
M. Bieshaar, Statistisches Planen von Aktionen für autonome mobile Roboter in realen Umgebungen, Universität Paderborn, 2013.
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2013 | Conference Paper | LibreCat-ID: 485
Semi-Automated Software Composition Through Generated Components
F. Mohr, H. Kleine Büning, in: Proceedings of the 15th International Conference on Information Integration and Web-Based Applications & Services (IiWAS), 2013, pp. 676–680.
LibreCat | Files available | DOI
 
2013 | Conference Paper | LibreCat-ID: 495
Reducing Nondeterminism in Automated Service Composition
F. Mohr, T. Lettmann, H. Kleine Büning, in: Proceedings of the 6th International Conference on Service Oriented Computing and Applications (SOCA), 2013, pp. 154–161.
LibreCat | Files available | DOI
 
2017 | Conference Paper | LibreCat-ID: 71
Predicting Rankings of Software Verification Tools
M. Czech, E. Hüllermeier, M.-C. Jakobs, H. Wehrheim, in: Proceedings of the 3rd International Workshop on Software Analytics, 2017, pp. 23–26.
LibreCat | Files available | DOI
 
2019 | Conference Abstract | LibreCat-ID: 8868
Towards Automated Machine Learning for Multi-Label Classification
M.D. Wever, F. Mohr, E. Hüllermeier, A. Hetzer, in: 2019.
LibreCat | Files available
 
2014 | Conference Paper | LibreCat-ID: 407
Issues of Automated Software Composition in AI Planning
F. Mohr, in: Proceedings of the 29th International Conference on Automated Software Engineering (ASE), 2014, pp. 895--898.
LibreCat | Files available | DOI
 
2014 | Journal Article | LibreCat-ID: 410
Incorporating Reputation Information into Decision-Making Processes in Markets of Composed Services
A. Jungmann, S. Brangewitz, R. Petrlic, M.C. Platenius, International Journal On Advances in Intelligent Systems (IntSys) 7 (2014) 572--594.
LibreCat | Files available | Download (ext.)
 
2014 | Bachelorsthesis | LibreCat-ID: 424
Fast and Flexible Automatic Composition of Semantic Web Services
C. Finkensiep, Fast and Flexible Automatic Composition of Semantic Web Services, Universität Paderborn, 2014.
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2014 | Conference Paper | LibreCat-ID: 425
Evaluation of Color Spaces for Robust Image Segmentation
A. Jungmann, J. Jatzkowski, B. Kleinjohann, in: Proceedings of the 9th International Conference on Computer Vision Theory and Applications (VISAPP), 2014, pp. 648–655.
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2014 | Conference Paper | LibreCat-ID: 428
Estimating Functional Reusability of Services
F. Mohr, in: Proceedings of the 12th International Conference on Service Oriented Computing (ICSOC), 2014, pp. 411–418.
LibreCat | Files available | Download (ext.)
 
2013 | Journal Article | LibreCat-ID: 515
Learning Service Recommendations
A. Jungmann, B. Kleinjohann, E. Kleinjohann, International Journal of Business Process Integration and Management (2013) 284–297.
LibreCat | Files available | DOI | Download (ext.)
 
2013 | Conference Paper | LibreCat-ID: 516
Learning Recommendation System for Automated Service Composition
A. Jungmann, B. Kleinjohann, in: Proceedings of the 10th IEEE International Conference on Services Computing (SCC), 2013, pp. 97–104.
LibreCat | Files available | DOI
 
2013 | Bachelorsthesis | LibreCat-ID: 530
Entwurf kooperativer Verhaltensweisen heterogener Roboter
D. Buse, Entwurf Kooperativer Verhaltensweisen Heterogener Roboter, Universität Paderborn, 2013.
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2013 | Bachelorsthesis | LibreCat-ID: 533
Entwicklung eines Hybriden Planers zur verhaltensorientierten Selbstoptimierung
R. Borkowski, Entwicklung eines Hybriden Planers zur verhaltensorientierten Selbstoptimierung, Universität Paderborn, 2013.
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2017 | Conference Paper | LibreCat-ID: 1180 | OA
Automatic Machine Learning: Hierachical Planning Versus Evolutionary Optimization
M.D. Wever, F. Mohr, E. Hüllermeier, in: 27th Workshop Computational Intelligence, Dortmund, 2017.
LibreCat | Files available | Download (ext.)
 
2020 | Conference Paper | LibreCat-ID: 15629
LiBRe: Label-Wise Selection of Base Learners in Binary Relevance for Multi-Label Classification
M.D. Wever, A. Tornede, F. Mohr, E. Hüllermeier, in: Springer, n.d.
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2019 | Conference Paper | LibreCat-ID: 15007 | OA
Learning to Aggregate: Tackling the Aggregation/Disaggregation Problem for OWA
V. Melnikov, E. Hüllermeier, in: Proceedings ACML, Asian Conference on Machine Learning (Proceedings of Machine Learning Research, 101), 2019.
LibreCat | Files available | DOI
 
2019 | Conference Paper | LibreCat-ID: 15011 | OA
Algorithm Selection as Recommendation: From Collaborative Filtering to Dyad Ranking
A. Tornede, M.D. Wever, E. Hüllermeier, in: F. Hoffmann, E. Hüllermeier, R. Mikut (Eds.), Proceedings - 29. Workshop Computational Intelligence, Dortmund, 28. - 29. November 2019, KIT Scientific Publishing, Karlsruhe, 2019, pp. 135–146.
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2020 | Journal Article | LibreCat-ID: 15025
Multi-Oracle Coevolutionary Learning of Requirements Specifications from Examples in On-The-Fly Markets
M.D. Wever, L. van Rooijen, H. Hamann, Evolutionary Computation 28 (2020) 165–193.
LibreCat | Files available | DOI
 
2016 | Dissertation | LibreCat-ID: 140
Towards On-The-Fly Image Processing
A. Jungmann, Towards On-The-Fly Image Processing, Universität Paderborn, 2016.
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2016 | Dissertation | LibreCat-ID: 141
Towards Automated Service Composition Under Quality Constraints
F. Mohr, Towards Automated Service Composition Under Quality Constraints, Universität Paderborn, 2016.
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2019 | Conference Abstract | LibreCat-ID: 13132
From Automated to On-The-Fly Machine Learning
F. Mohr, M.D. Wever, A. Tornede, E. Hüllermeier, in: INFORMATIK 2019: 50 Jahre Gesellschaft Für Informatik – Informatik Für Gesellschaft, Gesellschaft für Informatik e.V., Bonn, 2019, pp. 273–274.
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2019 | Conference Paper | LibreCat-ID: 10232 | OA
Automating Multi-Label Classification Extending ML-Plan
M.D. Wever, F. Mohr, A. Tornede, E. Hüllermeier, in: 2019.
LibreCat | Files available
 
2022 | Bachelorsthesis | LibreCat-ID: 33033 | OA
Combined Ranking and Regression Trees for Algorithm Selection
L. Fehring, Combined Ranking and Regression Trees for Algorithm Selection, Paderborn, 2022.
LibreCat | Files available
 
2022 | Preprint | LibreCat-ID: 30867
Machine Learning for Online Algorithm Selection under Censored Feedback
A. Tornede, V. Bengs, E. Hüllermeier, Proceedings of the 36th AAAI Conference on Artificial Intelligence (2022).
LibreCat | arXiv
 
2022 | Preprint | LibreCat-ID: 30865
Algorithm Selection on a Meta Level
A. Tornede, L. Gehring, T. Tornede, M.D. Wever, E. Hüllermeier, Machine Learning (2022).
LibreCat | arXiv
 
2021 | Conference Paper | LibreCat-ID: 21198 LibreCat
 
2022 | Journal Article | LibreCat-ID: 33090
A comparison of heuristic, statistical, and machine learning methods for heated tool butt welding of two different materials
K. Gevers, A. Tornede, M.D. Wever, V. Schöppner, E. Hüllermeier, Welding in the World (2022).
LibreCat | DOI
 
2021 | Preprint | LibreCat-ID: 30866
Towards Green Automated Machine Learning: Status Quo and Future Directions
T. Tornede, A. Tornede, J.M. Hanselle, M.D. Wever, F. Mohr, E. Hüllermeier, ArXiv:2111.05850 (2021).
LibreCat | arXiv
 
2022 | Preprint | LibreCat-ID: 30868
A Survey of Methods for Automated Algorithm Configuration
E. Schede, J. Brandt, A. Tornede, M.D. Wever, V. Bengs, E. Hüllermeier, K. Tierney, ArXiv:2202.01651 (2022).
LibreCat | arXiv
 
2021 | Dissertation | LibreCat-ID: 27284 | OA
Automated Machine Learning for Multi-Label Classification
M.D. Wever, Automated Machine Learning for Multi-Label Classification, 2021.
LibreCat | Files available | DOI
 
2022 | Conference Paper | LibreCat-ID: 34103
HARRIS: Hybrid Ranking and Regression Forests for Algorithm Selection
L. Fehring, J.M. Hanselle, A. Tornede, in: Workshop on Meta-Learning (MetaLearn 2022) @ NeurIPS 2022, 2022.
LibreCat | arXiv
 
2022 | Conference Paper | LibreCat-ID: 31806
ADAGIO - Automated Data Augmentation of Knowledge Graphs Using Multi-expression Learning
K. Dreßler, M. Sherif, A.-C. Ngonga Ngomo, in: Proceedings of the 33rd ACM Conference on Hypertext and Hypermedia, 2022.
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2020 | Dissertation | LibreCat-ID: 16935
Knowledge Graphs for Multilingual Language Translation and Generation
D.C. Moussalem, Knowledge Graphs for Multilingual Language Translation and Generation, 2020.
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2020 | Journal Article | LibreCat-ID: 13770
A Case for a New IT Ecosystem: On-The-Fly Computing
H. Karl, D. Kundisch, F. Meyer auf der Heide, H. Wehrheim, Business & Information Systems Engineering 62 (2020) 467–481.
LibreCat | Files available | DOI