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» Causal Discovery as a Game
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MIE
2008
95views Healthcare» more  MIE 2008»
13 years 8 months ago
Diagnostic Games: from Adequate Formalization of Clinical Experience to Structure Discovery
A method of obtaining well-founded and reproducible results in clinical decision making is presented. It is based on "diagnostic games", a procedure of elicitation and fo...
Michael A. Shifrin, Eva I. Kasparova
UAI
2008
13 years 8 months ago
Discovering Cyclic Causal Models by Independent Components Analysis
We generalize Shimizu et al's (2006) ICA-based approach for discovering linear non-Gaussian acyclic (LiNGAM) Structural Equation Models (SEMs) from causally sufficient, conti...
Gustavo Lacerda, Peter Spirtes, Joseph Ramsey, Pat...
LATIN
2004
Springer
14 years 23 days ago
Distributed Games and Distributed Control for Asynchronous Systems
Abstract. We introduce distributed games over asynchronous transition systems to model a distributed controller synthesis problem. A game involves two teams and is not turn-based: ...
Paul Gastin, Benjamin Lerman, Marc Zeitoun
NIPS
2008
13 years 8 months ago
Integrating Locally Learned Causal Structures with Overlapping Variables
In many domains, data are distributed among datasets that share only some variables; other recorded variables may occur in only one dataset. While there are asymptotically correct...
Robert E. Tillman, David Danks, Clark Glymour
ACL
2000
13 years 8 months ago
Extracting Causal Knowledge from a Medical Database Using Graphical Patterns
This paper reports the first part of a project that aims to develop a knowledge extraction and knowledge discovery system that extracts causal knowledge from textual databases. In...
Christopher S. G. Khoo, Syin Chan, Yun Niu