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UAI
2004
15 years 8 months ago
Case-Factor Diagrams for Structured Probabilistic Modeling
We introduce a probabilistic formalism subsuming Markov random fields of bounded tree width and probabilistic context free grammars. Our models are based on a representation of Bo...
David A. McAllester, Michael Collins, Fernando Per...
UAI
2004
15 years 8 months ago
Using Arguments for Making Decisions: A Possibilistic Logic Approach
Humans currently use arguments for explaining choices which are already made, or for evaluating potential choices. Each potential choice has usually pros and cons of various stren...
Leila Amgoud, Henri Prade
NIPS
2003
15 years 8 months ago
Gene Expression Clustering with Functional Mixture Models
We propose a functional mixture model for simultaneous clustering and alignment of sets of curves measured on a discrete time grid. The model is specifically tailored to gene exp...
Darya Chudova, Christopher E. Hart, Eric Mjolsness...
SCM
2003
15 years 8 months ago
Dissecting Configuration Management Policies
A configuration management policy specifies the procedures through which a user evolves artifacts stored in a configuration management system. Different configuration management sy...
Ronald van der Lingen, André van der Hoek
SDM
2003
SIAM
156views Data Mining» more  SDM 2003»
15 years 8 months ago
Detection of Underrepresented Biological Sequences using Class-Conditional Distribution Models
A labeled sequence data set related to a certain biological property is often biased and, therefore, does not completely capture its diversity in nature. To reduce this sampling b...
Slobodan Vucetic, Dragoljub Pokrajac, Hongbo Xie, ...