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» Causal Discovery as a Game
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MIE
2008
95views Healthcare» more  MIE 2008»
15 years 1 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
15 years 1 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
15 years 5 months 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
15 years 1 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
15 years 1 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