Elements of Causal Inference by Jonas Peters;Dominik Janzing;Bernhard Scholkopf;

Author:Jonas Peters;Dominik Janzing;Bernhard Scholkopf;
Language: eng
Format: epub
Tags: Causality; machine learning; statistical models; probability theory; statistics; assumptions; cause-effect models; interventions; counterfactuals; SCMs; cause-effect models; identifiability; semi-supervised learning; covariate shift; multivariate causal models; markov; faithfulness; causal minimality; do-calculus; falsifiability; potential outcomes; algorithmic independence; half-sibling regression; episodic reinforcement learning; domain adaptation; simpson’s paradox; conditional independence; computer science
Publisher: MIT Press


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