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Optuna

The purpose of this study is to introduce new design-criteria for next-generation hyperparameter optimization software. The criteria we propose include (1) define-by-run API tha...

2019 5681 citations

A Direct Approach to False Discovery Rates

Summary Multiple-hypothesis testing involves guarding against much more complicated errors than single-hypothesis testing. Whereas we typically control the type I error rate for...

2002 Journal of the Royal Statistical Soci... 5607 citations