conftrace_

instrumental variable

75 papers

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Also known as

IV

Co-occurring keywords

causal inference (1630) causal effect (107) treatment effect (134) graphical model (864) instrumental variable regression (13) causal identification (37) causal effect estimation (69) unmeasured confounding (12) unobserved confounding (23) observational datum (109)

Papers

Double Machine Learning Density Estimation for Local Treatment Effects with Instruments NIPS 2021
Exploiting Equality Constraints in Causal Inference AISTATS 2021
Instrumental Variable-based Identification for Causal Effects using Covariate Information AAAI 2021
Minimax Estimation of Conditional Moment Models NIPS 2020
General Control Functions for Causal Effect Estimation from IVs NIPS 2020
A Class of Algorithms for General Instrumental Variable Models NIPS 2020
Ivy: Instrumental Variable Synthesis for Causal Inference AISTATS 2020
MASSIVE: Tractable and Robust Bayesian Learning of Many-Dimensional Instrumental Variable Models UAI 2020
Interpretable Almost Matching Exactly With Instrumental Variables UAI 2019
Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets NIPS 2019
Deep Generalized Method of Moments for Instrumental Variable Analysis NIPS 2019
Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments NIPS 2019
Kernel Instrumental Variable Regression NIPS 2019
Exclusivity Graph Approach to Instrumental Inequalities UAI 2019
Instrument-Armed Bandits ALT 2018
A Two-Stage Penalized Least Squares Method for Constructing Large Systems of Structural Equations JMLR 2018
Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness AISTATS 2017
Deep IV: A Flexible Approach for Counterfactual Prediction ICML 2017
Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables ICML 2017
Learning Instrumental Variables with Structural and Non-Gaussianity Assumptions JMLR 2017
On Searching for Generalized Instrumental Variables AISTATS 2016
Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models JMLR 2016
Controlling Selection Bias in Causal Inference AISTATS 2012
Causal Bounds and Observable Constraints for Non-deterministic Models JMLR 2012
Sparse Instrumental Variables (SPIV) for Genome-Wide Studies NIPS 2010