MetaSel@ECAI

Publications

2014

Lars Kotthoff
Towards an Algorithm Selection Standard: Data Format and Tools. MetaSel@ECAI (2014)
Parker Ridd, Christophe G. Giraud-Carrier
Using Metalearning to Predict When Parameter Optimization Is Likely to Improve Classification Accuracy. MetaSel@ECAI (2014)
Jan N. van Rijn, Geoffrey Holmes, Bernhard Pfahringer, Joaquin Vanschoren
Towards Meta-learning over Data Streams. MetaSel@ECAI (2014)
Klára Pesková, Jakub Smíd, Martin Pilát, Ondrej Kazík, Roman Neruda
Hybrid Multi-Agent System for Metalearning in Data Mining. MetaSel@ECAI (2014)
David Kofoed Wind, Ole Winther
Model Selection in Data Analysis Competitions. MetaSel@ECAI (2014)
Fábio Pinto, Carlos Soares, João Mendes-Moreira
A Framework To Decompose And Develop Metafeatures. MetaSel@ECAI (2014)
Frank Hutter
Bayesian Optimization for More Automatic Machine Learning. MetaSel@ECAI (2014)
Michael R. Smith, Andrew White, Christophe G. Giraud-Carrier, Tony R. Martinez
An Easy to Use Repository for Comparing and Improving Machine Learning Algorithm Usage. MetaSel@ECAI (2014)
Salisu Mamman Abdulrahman, Pavel Brazdil
Measures for Combining Accuracy and Time for Meta-learning. MetaSel@ECAI (2014)
Otakar Trunda, Roman Barták
Determining a Proper Initial Configuration of Red-Black Planning by Machine Learning. MetaSel@ECAI (2014)
Michael R. Smith, Logan Mitchell, Christophe G. Giraud-Carrier, Tony R. Martinez
Recommending Learning Algorithms and Their Associated Hyperparameters. MetaSel@ECAI (2014)
Carlos Eduardo Castor de Melo, Ricardo B. C. Prudêncio
Similarity Measures of Algorithm Performance for Cost-Sensitive Scenarios. MetaSel@ECAI (2014)
Katharina Eggensperger, Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown
Surrogate Benchmarks for Hyperparameter Optimization. MetaSel@ECAI (2014)
Matthias Feurer, Jost Tobias Springenberg, Frank Hutter
Using Meta-Learning to Initialize Bayesian Optimization of Hyperparameters. MetaSel@ECAI (2014)

volume 1201, 2014

Proceedings of the International Workshop on Meta-learning and Algorithm Selection co-located with 21st European Conference on Artificial Intelligence, MetaSel@ECAI 2014, Prague, Czech Republic, August 19, 2014. MetaSel@ECAI 1201 (2014)