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Causal Inference

3310 directly classified papers

Papers per year

Papers

Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes AISTATS 2013
Graphical Models for Inference with Missing Data NIPS 2013
Causal Inference on Time Series using Restricted Structural Equation Models NIPS 2013
Online Learning in Markov Decision Processes with Adversarially Chosen Transition Probability Distributions NIPS 2013
One-shot learning by inverting a compositional causal process NIPS 2013
Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking NIPS 2013
Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests NIPS 2013
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NIPS 2013
Estimation of Causal Peer Influence Effects ICML 2013
Reciprocally Coupled Local Estimators Implement Bayesian Information Integration Distributively NIPS 2013
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012
Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies JMLR 2012
Causal discovery with scale-mixture model for spatiotemporal variance dependencies NIPS 2012
Causal Bounds and Observable Constraints for Non-deterministic Models JMLR 2012
Rational inference of relative preferences NIPS 2012
Learning Latent Variable Models by Pairwise Cluster Comparison ACML 2012
Informative Priors for Markov Blanket Discovery AISTATS 2012
Learning Linear Cyclic Causal Models with Latent Variables JMLR 2012
Facilitating Score and Causal Inference Trees for Large Observational Studies JMLR 2012
Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data AISTATS 2012
Controlling Selection Bias in Causal Inference AISTATS 2012
Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012
Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization NIPS 2012
Probabilistic Modeling of Human Movements for Intention Inference RSS 2012
Causality with Gates AISTATS 2012