Managing Randomness to Enable Reproducible Machine Learning

Author:

Ahmed Hana1,Lofstead Jay1

Affiliation:

1. Sandia National Laboratories, Albuquerque, NM, USA

Publisher

ACM

Reference24 articles.

1. Susan Athey . 2019. 21. The Impact of Machine Learning on Economics . In The economics of artificial intelligence . University of Chicago Press , 507--552. Susan Athey. 2019. 21. The Impact of Machine Learning on Economics. In The economics of artificial intelligence. University of Chicago Press, 507--552.

2. 1,500 scientists lift the lid on reproducibility

3. Gustavo EAPA Batista , Ronaldo C Prati , and Maria Carolina Monard . 2004. A study of the behavior of several methods for balancing machine learning training data. ACM SIGKDD explorations newsletter , Vol. 6 , 1 ( 2004 ), 20--29. Gustavo EAPA Batista, Ronaldo C Prati, and Maria Carolina Monard. 2004. A study of the behavior of several methods for balancing machine learning training data. ACM SIGKDD explorations newsletter, Vol. 6, 1 (2004), 20--29.

4. David Ben-Israel , W Bradley Jacobs , Steve Casha , Stefan Lang , Won Hyung A Ryu , Madeleine de Lotbiniere-Bassett, and David W Cadotte. 2020 . The impact of machine learning on patient care: a systematic review. Artificial intelligence in medicine, Vol. 103 (2020), 101785. David Ben-Israel, W Bradley Jacobs, Steve Casha, Stefan Lang, Won Hyung A Ryu, Madeleine de Lotbiniere-Bassett, and David W Cadotte. 2020. The impact of machine learning on patient care: a systematic review. Artificial intelligence in medicine, Vol. 103 (2020), 101785.

5. Artificial Intelligence, Machine Learning, Deep Learning, and Cognitive Computing: What Do These Terms Mean and How Will They Impact Health Care?

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