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» Robust Feature Selection by Mutual Information Distributions
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IEICET
2008
53views more  IEICET 2008»
13 years 6 months ago
Mutual Information Based Dynamic Integration of Multiple Feature Streams for Robust Real-Time LVCSR
Shoei Sato, Akio Kobayashi, Kazuo Onoe, Shinichi H...
NECO
2007
56views more  NECO 2007»
13 years 5 months ago
Tight Data-Robust Bounds to Mutual Information Combining Shuffling and Model Selection Techniques
Marcelo A. Montemurro, Riccardo Senatore, Stefano ...
ICTAI
2009
IEEE
13 years 4 months ago
Real-Valued Feature Selection by Mutual Information of Order 2
The selection of features for classification, clustering and approximation is an important task in pattern recognition, data mining and soft computing. For real-valued features, th...
Rüdiger W. Brause
ICANN
2010
Springer
13 years 7 months ago
On Estimating Mutual Information for Feature Selection
Abstract. Mutual Information (MI) is a powerful concept from information theory used in many application fields. For practical tasks it is often necessary to estimate the Mutual In...
Erik Schaffernicht, Robert Kaltenhaeuser, Saurabh ...
DAGSTUHL
2009
13 years 7 months ago
Advances in Feature Selection with Mutual Information
The selection of features that are relevant for a prediction or classification problem is an important problem in many domains involving high-dimensional data. Selecting features h...
Michel Verleysen, Fabrice Rossi, Damien Fran&ccedi...