AI Chat AI Image Generator AI Video Text to Speech

A calculus for causal inference with instrumental variables

04/21/2021

∙

by Wing Hung Wong, et al.

∙

∙

Under a general structural equation framework for causal inference, we provide a definition of the causal effect of a variable X on another variable Y, and propose an approach to estimate this causal effect via the use of instrumental variables.

page 1

page 2

page 3

page 4

research

∙ 05/11/2021

An integral equation for the identification of causal effects in nonlinear models

When the causal relationship between X and Y is specified by a structura...

0 Wing Hung Wong, et al. ∙

research

∙ 05/04/2018

Causal programming: inference with structural causal models as finding instances of a relation

This paper proposes a causal inference relation and causal programming a...

0 Joshua Brulé, et al. ∙

research

∙ 02/11/2014

Justifying Information-Geometric Causal Inference

Information Geometric Causal Inference (IGCI) is a new approach to disti...

0 Dominik Janzing, et al. ∙

research

∙ 05/08/2023

Axiomatization of Interventional Probability Distributions

Causal intervention is an essential tool in causal inference. It is axio...

0 Kayvan Sadeghi, et al. ∙

research

∙ 06/27/2023

Causal Inference via Predictive Coding

Bayesian and causal inference are fundamental processes for intelligence...

0 Tommaso Salvatori, et al. ∙

research

∙ 09/09/2021

Relating Graph Neural Networks to Structural Causal Models

Causality can be described in terms of a structural causal model (SCM) t...

34 Matej Zečević, et al. ∙

research

∙ 01/11/2023

RobustIV and controlfunctionIV: Causal Inference for Linear and Nonlinear Models with Invalid Instrumental Variables

We present R software packages RobustIV and controlfunctionIV for causal...

0 Taehyeon Koo, et al. ∙