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UAI 2014

Papers

Download the entire Proceedings of the UAI 2014 Workshop Causal Inference: Learning and Prediction, published as CEUR Workshop Proceedings 1274. We also provide a BiBTeX file for convenience.

How Occam's Razor Provides a Neat Definition of Direct Causation

Alexander Gebharter, Gerhard Schurz

Abstract, PDF file


Constructing Separators and Adjustment Sets in Ancestral Graphs

Benito van der Zander, Maciej Liśkiewicz, Johannes Textor

Abstract, PDF file


Improving Propensity Score Matching for Causal Inference on Relational Data

David Arbour, Katerina Marazopoulou, David Jensen

Abstract, PDF file


Type-II errors of independence tests can lead to arbitrarily large errors in estimated causal effects: an illustrative example

Nicholas Cornia, Joris M. Mooij

Abstract, PDF file


Toward Learning Graphical and Causal Process Models

Christopher Meek

Abstract, PDF file


Estimating Causal Effects by Bounding Confounding

Philipp Geiger, Dominik Janzing, Bernhard Schölkopf

Abstract, PDF file