FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal
Inference

v1v2v3v4v5v6v7v8v9 (latest)

FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference

19 July 2017

ArXiv (abs)PDF HTML

Papers citing "FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference"

14 / 14 papers shown

Title
Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation Melanie F. Pradier Javier González CML 92 0 0 09 Sep 2024
An empirical process framework for covariate balance in causal inference Efrén Cruz-Cortés K. Josey Fan Yang Debashis Ghosh 57 0 0 02 Jan 2023
Doubly Robust Kernel Statistics for Testing Distributional Treatment Effects Jake Fawkes Robert Hu R. Evans Dino Sejdinovic OOD 61 3 0 09 Dec 2022
Estimating causal effects with optimization-based methods: A review and empirical comparison Martin Cousineau V. Verter Susan Murphy J. Pineau CML 40 9 0 28 Feb 2022
Validating Causal Inference Methods Harsh Parikh Carlos Varjao Louise Xu E. T. Tchetgen CML 75 21 0 09 Feb 2022
Interpretable Machine Learning: Fundamental Principles and 10 Grand Challenges Cynthia Rudin Chaofan Chen Zhi Chen Haiyang Huang Lesia Semenova Chudi Zhong FaML AI4CE LRM 240 675 0 20 Mar 2021
Counterfactuals and Causability in Explainable Artificial Intelligence: Theory, Algorithms, and Applications Yu-Liang Chou Catarina Moreira P. Bruza Chun Ouyang Joaquim A. Jorge CML 163 177 0 07 Mar 2021
dame-flame: A Python Library Providing Fast Interpretable Matching for Causal Inference Neha R. Gupta Vittorio Orlandi Chia-Rui Chang Tianyu Wang Marco Morucci ... Xian Sun Angikar Ghosal Sudeepa Roy Cynthia Rudin A. Volfovsky CML AI4CE 25 4 0 06 Jan 2021
Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation Marco Morucci Vittorio Orlandi Sudeepa Roy Cynthia Rudin A. Volfovsky CML 50 15 0 03 Mar 2020
Almost-Matching-Exactly for Treatment Effect Estimation under Network Interference M. Usaid Awan Marco Morucci Vittorio Orlandi Sudeepa Roy Cynthia Rudin A. Volfovsky CML 75 13 0 02 Mar 2020
Interpretable Almost-Matching-Exactly With Instrumental Variables M. Usaid Awan Yameng Liu Marco Morucci Sudeepa Roy Cynthia Rudin A. Volfovsky 47 5 0 27 Jun 2019
MALTS: Matching After Learning to Stretch Harsh Parikh Cynthia Rudin A. Volfovsky 33 25 0 18 Nov 2018
Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect Tong Wang Cynthia Rudin CML BDL 85 27 0 16 Oct 2017
Automated versus do-it-yourself methods for causal inference: Lessons learned from a data analysis competition Vincent Dorie J. Hill Uri Shalit M. Scott D. Cervone CML 261 288 0 09 Jul 2017