On the consistency of supervised learning with missing values

On the consistency of supervised learning with missing values

19 February 2019

Gaël Varoquaux

Papers citing "On the consistency of supervised learning with missing values"

15 / 15 papers shown

Title
Prediction Models That Learn to Avoid Missing Values Lena Stempfle Anton Matsson Newton Mwai Fredrik D. Johansson 40 0 0 06 May 2025
Deep learning with missing data Tianyi Ma Tengyao Wang R. Samworth 59 0 0 21 Apr 2025
Imputation for prediction: beware of diminishing returns Marine Le Morvan Gaël Varoquaux AI4TS 73 1 0 21 Feb 2025
Robust prediction under missingness shifts P. Rockenschaub Zhicong Xian Alireza Zamanian Marta Piperno Octavia-Andreea Ciora E. Pachl Narges Ahmidi OOD 42 0 0 24 Jun 2024
Adaptive Optimization for Prediction with Missing Data Dimitris Bertsimas A. Delarue J. Pauphilet 29 1 0 02 Feb 2024
MINTY: Rule-based Models that Minimize the Need for Imputing Features with Missing Values Lena Stempfle Fredrik D. Johansson 22 2 0 23 Nov 2023
Algorithmic Recourse with Missing Values Kentaro Kanamori Takuya Takagi Ken Kobayashi Yuichi Ike 21 2 0 28 Apr 2023
The Missing Indicator Method: From Low to High Dimensions Mike Van Ness Tomas M. Bosschieter Roberto Halpin-Gregorio Madeleine Udell AI4TS 19 15 0 16 Nov 2022
Polar Encoding: A Simple Baseline Approach for Classification with Missing Values O. Lenz Daniel Peralta Chris Cornelis 21 0 0 04 Oct 2022
PROMISSING: Pruning Missing Values in Neural Networks S. M. Kia N. M. Rad Dan Opstal B. V. Schie A. Marquand J. Pluim W. Cahn H. Schnack VLM 19 4 0 03 Jun 2022
Benchmarking missing-values approaches for predictive models on health databases Alexandre Perez-Lebel Gaël Varoquaux Marine Le Morvan Julie Josse J B Poline AI4TS 26 35 0 17 Feb 2022
Regression with Missing Data, a Comparison Study of TechniquesBased on Random Forests Irving Gómez-Méndez Émilien Joly 10 13 0 18 Oct 2021
Machine Learning-Based COVID-19 Patients Triage Algorithm using Patient-Generated Health Data from Nationwide Multicenter Database Min Sue Park Hyeontae Jo Haeun Lee S. Jung H. Hwang 18 13 0 18 Sep 2021
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 93 2,729 0 18 Aug 2015
MissForest - nonparametric missing value imputation for mixed-type data D. Stekhoven Peter Buhlmann 157 4,214 0 04 May 2011