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157
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ICML
2006
IEEE
16 years 4 months ago
Cost-sensitive learning with conditional Markov networks
There has been a recent, growing interest in classification and link prediction in structured domains. Methods such as conditional random fields and relational Markov networks sup...
Prithviraj Sen, Lise Getoor
HYBRID
2000
Springer
15 years 7 months ago
A Dynamic Bayesian Network Approach to Tracking Using Learned Switching Dynamic Models
Abstract. Switching linear dynamic systems (SLDS) attempt to describe a complex nonlinear dynamic system with a succession of linear models indexed by a switching variable. Unfortu...
Vladimir Pavlovic, James M. Rehg, Tat-Jen Cham
ECML
2005
Springer
15 years 9 months ago
An Integrated Approach to Learning Bayesian Networks of Rules
Jesse Davis, Elizabeth S. Burnside, Inês de ...
114
Voted
PGLDB
2003
188views Database» more  PGLDB 2003»
15 years 4 months ago
The LearningOnline Network with Computer-Assisted Personalized Approach (LON-CAPA)
LON-CAPA is a distributed open-source Learning Content Management and Assessment System that provides instructors with a common, scalable platform to assist in several aspects of ...
Gerd Kortemeyer, Guy Albertelli, Wolfgang Bauer, F...
126
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CEC
2010
IEEE
15 years 4 months ago
Two novel Ant Colony Optimization approaches for Bayesian network structure learning
Learning Bayesian networks from data is an N-P hard problem with important practical applications. Several researchers have designed algorithms to overcome the computational comple...
Yanghui Wu, John A. W. McCall, David W. Corne