Budgeted Experiment Design for Causal Structure Learning

Budgeted Experiment Design for Causal Structure Learning

11 September 2017

AmirEmad Ghassami

Saber Salehkaleybar

Elias Bareinboim

Papers citing "Budgeted Experiment Design for Causal Structure Learning"

14 / 14 papers shown

Title
Learning Causal Structures Using Regression Invariance AmirEmad Ghassami Saber Salehkaleybar Negar Kiyavash Kun Zhang OOD CML 59 60 0 26 May 2017
Cost-Optimal Learning of Causal Graphs Murat Kocaoglu A. Dimakis S. Vishwanath CML 91 68 0 08 Mar 2017
Learning Causal Graphs with Small Interventions Karthikeyan Shanmugam Murat Kocaoglu A. Dimakis S. Vishwanath CML 89 106 0 30 Oct 2015
Causal inference using invariant prediction: identification and confidence intervals J. Peters Peter Buhlmann N. Meinshausen OOD 114 966 0 06 Jan 2015
Distinguishing cause from effect using observational data: methods and benchmarks Joris M. Mooij J. Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf CML 79 136 0 11 Dec 2014
Lazier Than Lazy Greedy Baharan Mirzasoleiman Ashwinkumar Badanidiyuru Amin Karbasi J. Vondrák Andreas Krause 57 406 0 28 Sep 2014
An Algorithm for Deciding if a Set of Observed Independencies Has a Causal Explanation Thomas Verma Judea Pearl CML 90 298 0 13 Mar 2013
On the Number of Experiments Sufficient and in the Worst Case Necessary to Identify All Causal Relations Among N Variables F. Eberhardt Clark Glymour R. Scheines 86 153 0 04 Jul 2012
On Causal and Anticausal Learning Bernhard Schölkopf Dominik Janzing J. Peters Eleni Sgouritsa Kun Zhang Joris Mooij CML 81 607 0 27 Jun 2012
Identifiability of Gaussian structural equation models with equal error variances J. Peters Peter Buhlmann CML 167 336 0 11 May 2012
Directed Information Graphs Christopher J. Quinn Negar Kiyavash Todd P. Coleman CML 107 148 0 09 Apr 2012
On the Validity of Covariate Adjustment for Estimating Causal Effects I. Shpitser T. VanderWeele J. M. Robins CML 79 203 0 15 Mar 2012
Bayesian Model Averaging Using the k-best Bayesian Network Structures Jin Tian Ru He Lavanya Ram BDL CML 109 43 0 15 Mar 2012
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs Alain Hauser Peter Buhlmann CML 90 424 0 14 Apr 2011