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causal identification

37 papers

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Co-occurring keywords

causal inference (1630) causal effect (107) graphical model (864) structural causal model (184) instrumental variable (75) proxy variable (14) markov equivalence (33) partial ancestral graph (7) linear model (94) unobserved confounder (19)

Papers

Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets NIPS 2019
Causal Calculus in the Presence of Cycles, Latent Confounders and Selection Bias UAI 2019
Sensitivity Analysis of Linear Structural Causal Models ICML 2019
Identification of Conditional Causal Effects under Markov Equivalence NIPS 2019
On Multi-Cause Approaches to Causal Inference with Unobserved Counfounding: Two Cautionary Failure Cases and A Promising Alternative AISTATS 2019
On Causal Identification under Markov Equivalence IJCAI 2019
Causal Identification under Markov Equivalence: Completeness Results ICML 2019
Enhancing Identification of Causal Effects by Pruning JMLR 2018
Identification and Estimation of Causal Effects from Dependent Data NIPS 2018
Identification and Overidentification of Linear Structural Equation Models NIPS 2016
On Searching for Generalized Instrumental Variables AISTATS 2016
Local Causal Discovery of Direct Causes and Effects NIPS 2015