MetaSel@PKDD/ECML

Keyphrases

Publications

2015

Bernhard Pfahringer
On a Few Recent Developments in Meta-Learning for Algorithm Ranking and Selection. MetaSel@PKDD/ECML (2015)
Toon van Craenendonck, Hendrik Blockeel
Limitations of Using Constraint Set Utility in Semi-Supervised Clustering. MetaSel@PKDD/ECML (2015)
Salisu Mamman Abdulrahman, Pavel Brazdil, Jan N. van Rijn, Joaquin Vanschoren
Algorithm Selection via Meta-learning and Sample-based Active Testing. MetaSel@PKDD/ECML (2015)
Catarina Félix, Carlos Soares, Alípio Jorge
Metalearning for Multiple-Domain Transfer Learning. MetaSel@PKDD/ECML (2015)
Patryk Kiepas, Szymon Bobek, Grzegorz J. Nalepa
Concept of a Rule-based Configurator for Auto-WEKA Using OpenML. MetaSel@PKDD/ECML (2015)
Martin Wistuba, Nicolas Schilling, Lars Schmidt-Thieme
Learning Data Set Similarities for Hyperparameter Optimization Initializations. MetaSel@PKDD/ECML (2015)
Iván Olier, Crina Grosan, Noureddin Sadawi, Larisa N. Soldatova, Ross D. King
Meta-QSAR: Learning How to Learn QSARs. MetaSel@PKDD/ECML (2015)
Bernd Bischl
Applying Model-Based Optimization to Hyperparameter Optimization in Machine Learning. MetaSel@PKDD/ECML (2015)
Dirk Schäfer, Eyke Hüllermeier
Preference-Based Meta-Learning using Dyad Ranking: Recommending Algorithms in Cold-Start Situations. MetaSel@PKDD/ECML (2015)
Tomás Kren, Martin Pilát, Klára Pesková, Roman Neruda
Generating Workflow Graphs Using Typed Genetic Programming. MetaSel@PKDD/ECML (2015)
Alexey Zabashta, Ivan Smetannikov, Andrey Filchenkov
Study on Meta-Learning Approach Application in Rank Aggregation Algorithm Selection. MetaSel@PKDD/ECML (2015)
Rafael Gomes Mantovani, André L. D. Rossi, Joaquin Vanschoren, André C. P. L. F. de Carvalho
Meta-learning Recommendation of Default Hyper-parameter Values for SVMs in Classification Tasks. MetaSel@PKDD/ECML (2015)
Michael R. Smith, Tony R. Martinez, Christophe G. Giraud-Carrier
The Potential Benefits of Data Set Filtering and Learning Algorithm Hyperparameter Optimization. MetaSel@PKDD/ECML (2015)
Milan Vukicevic, Sandro Radovanovic, Joaquin Vanschoren, Giulio Napolitano, Boris Delibasic
Towards a Collaborative Platform for Advanced Meta-Learning in Healthcare Predictive Analytics. MetaSel@PKDD/ECML (2015)
Jan N. van Rijn, Joaquin Vanschoren
Sharing RapidMiner Workflows and Experiments with OpenML. MetaSel@PKDD/ECML (2015)
Antoine Adam, Hendrik Blockeel
Dealing with Overlapping Clustering: A Constraint-based Approach to Algorithm Selection. MetaSel@PKDD/ECML (2015)

volume 1455, 2015

Proceedings of the 2015 International Workshop on Meta-Learning and Algorithm Selection co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015 (ECMLPKDD 2015), Porto, Portugal, September 7th, 2015. MetaSel@PKDD/ECML 1455 (2015)