On the consistency of supervised learning with missing values

Author:

Josse Julie,Chen Jacob M.,Prost Nicolas,Varoquaux Gaël,Scornet ErwanORCID

Funder

ANR Dirty Data

DataIA - MissingBigData

Publisher

Springer Science and Business Media LLC

Reference69 articles.

1. Allison PD (2001) Missing data, vol 136. Sage publications, London

2. Arel-Bundock V, Pelc KJ (2018) When can multiple imputation improve regression estimates? Polit Anal 26(2):240–245

3. Batista GE, Monard MC (2003) An analysis of four missing data treatment methods for supervised learning. Appl Artif Intell 17(5–6):519–533

4. Bertsimas D, Pawlowski C, Zhuo YD (2018) From predictive methods to missing data imputation: an optimization approach. J Mach Learn Res 18(196):1–39

5. Bishop CM (2006) Pattern recognition and machine learning. Springer, Cham

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