We Are Not Your Real Parents: Telling Causal from Confounded using MDL

21 January 2019

Papers citing "We Are Not Your Real Parents: Telling Causal from Confounded using MDL"

16 / 16 papers shown

Title
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 385 10,591 0 17 Feb 2020
Multiple Causal Inference with Latent Confounding Rajesh Ranganath A. Perotte CML 33 50 0 21 May 2018
The Blessings of Multiple Causes Yixin Wang David M. Blei AI4CE CML 61 289 0 17 May 2018
Detecting non-causal artifacts in multivariate linear regression models Dominik Janzing Bernhard Schölkopf CML 41 34 0 02 Mar 2018
Telling Cause from Effect using MDL-based Local and Global Regression Alexander Marx Jilles Vreeken CML 32 59 0 26 Sep 2017
Detecting confounding in multivariate linear models via spectral analysis Dominik Janzing B. Schoelkopf 33 40 0 05 Apr 2017
Entropic Causal Inference Murat Kocaoglu A. Dimakis S. Vishwanath B. Hassibi CML 33 74 0 12 Nov 2016
Automatic Differentiation Variational Inference A. Kucukelbir Dustin Tran Rajesh Ranganath Andrew Gelman David M. Blei 106 717 0 02 Mar 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 308 4,175 0 21 May 2015
Deep Exponential Families Rajesh Ranganath Linpeng Tang Laurent Charlin David M. Blei BDL 40 153 0 10 Nov 2014
Justifying Information-Geometric Causal Inference Dominik Janzing Bastian Steudel Naji Shajarisales Bernhard Schölkopf CML 49 34 0 11 Feb 2014
Learning Equivalence Classes of Bayesian Networks Structures D. M. Chickering 96 832 0 13 Feb 2013
On the Identifiability of the Post-Nonlinear Causal Model Kun Zhang Aapo Hyvarinen CML 194 564 0 09 May 2012
Inferring deterministic causal relations P. Daniušis Dominik Janzing Joris Mooij Jakob Zscheischler Bastian Steudel Kun Zhang Bernhard Schölkopf CML 115 192 0 15 Mar 2012
DirectLiNGAM: A direct method for learning a linear non-Gaussian structural equation model Shohei Shimizu Takanori Inazumi Yasuhiro Sogawa Aapo Hyvarinen Yoshinobu Kawahara Takashi Washio P. Hoyer K. Bollen CML 97 510 0 13 Jan 2011
Causal inference using the algorithmic Markov condition Dominik Janzing Bernhard Schölkopf CML 160 306 0 23 Apr 2008