Publications

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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 Proceedings of the 25th ACM SIGKDD In... 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

Surface-enhanced spectroscopy

In 1978 it was discovered, largely through the work of Fleischmann, Van Duyne, Creighton, and their coworkers that molecules adsorbed on specially prepared silver surfaces produ...

1985 Reviews of Modern Physics 5330 citations