988 search results - page 10 / 198 » Learning with Local and Global Consistency |
136
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ICML
2005
IEEE
16 years 4 months ago
2005
IEEE
Unsupervised learning methods often involve summarizing the data using a small number of parameters. In certain domains, only a small subset of the available data is relevant for ...
128
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TNN
2008
15 years 3 months ago
2008
Abstract--In this paper, we propose a novel large margin classifier, called the maxi
146
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TKDE
2011
14 years 11 months ago
2011
—Previous studies have demonstrated that document clustering performance can be improved significantly in lower dimensional linear subspaces. Recently, matrix factorization base...
113
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CP
2003
Springer
15 years 9 months ago
2003
Springer
We provide a reformulation of the constraint hierarchies (CHs) framework based on the notion of error indicators. Adapting the generalized view of local consistency in semiring-ba...
138
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ICDM
2010
IEEE
15 years 2 months ago
2010
IEEE
Traditional Markov network structure learning algorithms perform a search for globally useful features. However, these algorithms are often slow and prone to finding local optima d...