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» Learning and Generalization with the Information Bottleneck
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ALT
2008
Springer
14 years 2 months ago
Learning and Generalization with the Information Bottleneck
Ohad Shamir, Sivan Sabato, Naftali Tishby
UAI
2003
13 years 6 months ago
The Information Bottleneck EM Algorithm
Learning with hidden variables is a central challenge in probabilistic graphical models that has important implications for many real-life problems. The classical approach is usin...
Gal Elidan, Nir Friedman
FLAIRS
2007
13 years 7 months ago
Learning to Identify Global Bottlenecks in Constraint Satisfaction Search
Using information from failures to guide subsequent search is an important technique for solving combinatorial problems in domains such as boolean satisfiability (SAT) and constr...
Diarmuid Grimes, Richard J. Wallace
LATIN
2004
Springer
13 years 10 months ago
On the Competitiveness of AIMD-TCP within a General Network
This paper presents a new mathematical model of AIMD (Additive Increase Multiplicative Decrease) TCP for general networks that we believe is better than those previously used when...
Jeff Edmonds
NIPS
2003
13 years 6 months ago
Geometric Clustering Using the Information Bottleneck Method
We argue that K–means and deterministic annealing algorithms for geometric clustering can be derived from the more general Information Bottleneck approach. If we cluster the ide...
Susanne Still, William Bialek, Léon Bottou