conftrace_

conditional independence

113 papers

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Also known as

CI

Co-occurring keywords

graphical model (864) causal discovery (460) causal inference (1630) bayesian network (378) conditional independence test (37) structure learning (341) probabilistic graphical model (226) directed acyclic graph (245) causal graph (140) gaussian graphical model (106)

Papers

The Implicit Fairness Criterion of Unconstrained Learning ICML 2019
Selecting causal brain features with a single conditional independence test per feature NIPS 2019
Conditional Independence Testing using Generative Adversarial Networks NIPS 2019
Testing Conditional Independence on Discrete Data using Stochastic Complexity AISTATS 2019
Who Learns Better Bayesian Network Structures: Constraint-Based, Score-based or Hybrid Algorithms? PGM 2018
Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information AISTATS 2018
Information Constraints on Auto-Encoding Variational Bayes NIPS 2018
Learning Bayesian Networks by Branching on Constraints PGM 2018
Beyond normality: Learning sparse probabilistic graphical models in the non-Gaussian setting NIPS 2017
Minimax Estimation of Bandable Precision Matrices NIPS 2017
Model-Powered Conditional Independence Test NIPS 2017
Statistical Matching of Discrete Data by Bayesian Networks PGM 2016
Conditional Independencies under the Algorithmic Independence of Conditionals JMLR 2016
Bayesian Markov Blanket Estimation AISTATS 2016
Unsupervised Risk Estimation Using Only Conditional Independence Structure NIPS 2016
Unsupervised Ensemble Learning with Dependent Classifiers AISTATS 2016
Bayesian Networks for Variable Groups PGM 2016
Identifying the irreducible disjoint factors of a multivariate probability distribution PGM 2016
How Neural Network Depth Compensates for HMM Conditional Independence Assumptions in DNN-HMM Acoustic Models INTERSPEECH 2016
Evidence Evaluation: a Study of Likelihoods and Independence PGM 2016
Segregated Graphs and Marginals of Chain Graph Models NIPS 2015
Testing Unfaithful Gaussian Graphical Models NIPS 2014
A Junction Tree Framework for Undirected Graphical Model Selection JMLR 2014
Sub-Local Constraint-Based Learning of Bayesian Networks Using A Joint Dependence Criterion JMLR 2013
Alleviating Naive Bayes Attribute Independence Assumption by Attribute Weighting JMLR 2013