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ICML
2000
IEEE
15 years 15 days ago
Hierarchical Unsupervised Learning
We consider the problem of unsupervised classification of temporal sequences of facial expressions in video. This problem arises in the design of an adaptive visual agent, which m...
Shivakumar Vaithyanathan, Byron Dom
ICML
2000
IEEE
15 years 15 days ago
Probabilistic DFA Inference using Kullback-Leibler Divergence and Minimality
Franck Thollard, Pierre Dupont, Colin de la Higuer...
ICML
2000
IEEE
15 years 15 days ago
Incremental Learning in SwiftFile
SwiftFile is an intelligent assistant that helps users organize their e-mail into folders. SwiftFile uses a text classifier to predict where each new message is likely to be filed...
Richard Segal, Jeffrey O. Kephart
ICML
2000
IEEE
15 years 15 days ago
Less is More: Active Learning with Support Vector Machines
We describe a simple active learning heuristic which greatly enhances the generalization behavior of support vector machines (SVMs) on several practical document classification ta...
Greg Schohn, David Cohn
ICML
2000
IEEE
15 years 15 days ago
Practical Reinforcement Learning in Continuous Spaces
William D. Smart, Leslie Pack Kaelbling
ICML
2000
IEEE
15 years 15 days ago
Discovering Test Set Regularities in Relational Domains
Machine learning typically involves discovering regularities in a training set, then applying these learned regularities to classify objects in a test set. In this paper we presen...
Seán Slattery, Tom M. Mitchell
ICML
2000
IEEE
15 years 15 days ago
Achieving Efficient and Cognitively Plausible Learning in Backgammon
Scott Sanner, John R. Anderson, Christian Lebiere,...