An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models

14 February 2012

Papers citing "An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models"

7 / 7 papers shown

Title
Estimating Causal Effects from Learned Causal Networks Anna K. Raichev Alexander Ihler Jin Tian Rina Dechter CML 78 3 0 26 Aug 2024
Path Dependent Structural Equation Models R. Srinivasan Jaron J. R. Lee Rohit Bhattacharya Narges Ahmidi I. Shpitser CML 63 4 0 24 Aug 2020
Estimation of causal effects with small data in the presence of trapdoor variables Jouni Helske Santtu Tikka Juha Karvanen CML 39 9 0 06 Mar 2020
Simplifying Probabilistic Expressions in Causal Inference Santtu Tikka Juha Karvanen CML 65 13 0 19 Jun 2018
Sparse Nested Markov models with Log-linear Parameters I. Shpitser R. Evans Thomas S. Richardson J. M. Robins CML 90 11 0 26 Sep 2013
Parameter and Structure Learning in Nested Markov Models I. Shpitser Thomas S. Richardson J. M. Robins R. Evans CML 108 22 0 20 Jul 2012
Counterfactual Graphical Models for Longitudinal Mediation Analysis with Unobserved Confounding I. Shpitser AI4CE 117 107 0 01 May 2012