9 citations · 26 across the 5 of their papers we have counts for
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cs.LG2018★ 8 cited
Preprocessor Selection for Machine Learning Pipelines
Brandon Schoenfeld, Christophe Giraud-Carrier, Mason Poggemann +2
Much of the work in metalearning has focused on classifier selection, combined more recently with hyperparameter optimization, with little concern for data preprocessing. Yet, it i…
cs.LG2014★ 8 cited
Recommending Learning Algorithms and Their Associated Hyperparameters
Michael R. Smith, Logan Mitchell, Christophe Giraud-Carrier +1
The success of machine learning on a given task dependson, among other things, which learning algorithm is selected and its associated hyperparameters. Selecting an appropriate lea…