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stat.ML2018
Learning Multiple Defaults for Machine Learning Algorithms
Florian Pfisterer, Jan N. van Rijn, Philipp Probst +2
The performance of modern machine learning methods highly depends on their hyperparameter configurations. One simple way of selecting a configuration is to use default settings, of…
cs.AI2018
The Algorithm Selection Competitions 2015 and 2017
Marius Lindauer, Jan N. van Rijn, Lars Kotthoff
The algorithm selection problem is to choose the most suitable algorithm for solving a given problem instance. It leverages the complementarity between different approaches that is…