Optimal experimental design via Bayesian optimization: active causal
structure learning for Gaussian process networks

Optimal experimental design via Bayesian optimization: active causal structure learning for Gaussian process networks

9 October 2019

Julius von Kügelgen

Paul Kishan Rubenstein

Bernhard Schölkopf

Papers citing "Optimal experimental design via Bayesian optimization: active causal structure learning for Gaussian process networks"

12 / 12 papers shown

Title
InfoNCE: Identifying the Gap Between Theory and Practice E. Rusak Patrik Reizinger Attila Juhos Oliver Bringmann Roland S. Zimmermann Wieland Brendel 73 7 0 28 Jun 2024
Targeted Sequential Indirect Experiment Design Elisabeth Ailer Niclas Dern Jason S. Hartford Niki Kilbertus 61 2 0 30 May 2024
Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders Christian Toth Christian Knoll Franz Pernkopf Robert Peharz CML 87 1 0 22 Feb 2024
Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models Raj Agrawal Tamara Broderick Caroline Uhler CML 27 17 0 15 Mar 2018
Budgeted Experiment Design for Causal Structure Learning AmirEmad Ghassami Saber Salehkaleybar Negar Kiyavash Elias Bareinboim CML 63 63 0 11 Sep 2017
Probabilistic Active Learning of Functions in Structural Causal Models Paul Kishan Rubenstein Ilya O. Tolstikhin Philipp Hennig Bernhard Schölkopf TPM CML 31 9 0 30 Jun 2017
Distinguishing cause from effect using observational data: methods and benchmarks Joris M. Mooij J. Peters Dominik Janzing Jakob Zscheischler Bernhard Schölkopf CML 58 482 0 11 Dec 2014
Causal Discovery with Continuous Additive Noise Models Jonas Peters Joris Mooij Dominik Janzing Bernhard Schölkopf CML 84 563 0 26 Sep 2013
A Bayesian Approach to Learning Causal Networks David Heckerman CML 67 213 0 20 Feb 2013
Gaussian Process Networks N. Friedman I. Nachman GP BDL 143 85 0 16 Jan 2013
Causal Discovery from Changes Jin Tian Judea Pearl CML 76 165 0 10 Jan 2013
Almost Optimal Intervention Sets for Causal Discovery F. Eberhardt CML 69 59 0 13 Jun 2012