Generalized Optimal Matching Methods for Causal Inference

26 December 2016

Papers citing "Generalized Optimal Matching Methods for Causal Inference"

10 / 10 papers shown

Title
A primer on optimal transport for causal inference with observational data Florian F Gunsilius OT CML 95 0 0 10 Mar 2025
Multivariate root-n-consistent smoothing parameter free matching estimators and estimators of inverse density weighted expectations H. Holzmann A. Meister 106 1 0 17 Feb 2025
Kernel Optimal Orthogonality Weighting: A Balancing Approach to Estimating Effects of Continuous Treatments Nathan Kallus Michele Santacatterina CML 74 20 0 26 Oct 2019
Optimal Estimation of Generalized Average Treatment Effects using Kernel Optimal Matching Nathan Kallus Michele Santacatterina CML 12 3 0 13 Aug 2019
Balanced Policy Evaluation and Learning Nathan Kallus CML OffRL 261 141 0 21 May 2017
Optimal A Priori Balance in the Design of Controlled Experiments Nathan Kallus 65 95 0 02 Dec 2013
Gaussian Process Kernels for Pattern Discovery and Extrapolation A. Wilson Ryan P. Adams GP 58 604 0 18 Feb 2013
Kernel-based Conditional Independence Test and Application in Causal Discovery Kun Zhang J. Peters Dominik Janzing Bernhard Schölkopf BDL CML 82 618 0 14 Feb 2012
Universality, Characteristic Kernels and RKHS Embedding of Measures Bharath K. Sriperumbudur Kenji Fukumizu Gert R. G. Lanckriet 169 526 0 03 Mar 2010
A Kernel Method for the Two-Sample Problem Arthur Gretton Karsten Borgwardt Malte J. Rasch Bernhard Schölkopf Alex Smola 187 2,352 0 15 May 2008