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129
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ESANN
2003
15 years 5 months ago
Searching optimal feature subset using mutual information
A novel feature selection methodology is proposed with the concept of mutual information. The proposed methodology effectively circumvents two major problems in feature selection ...
D. Huang, Tommy W. S. Chow
124
Voted
IJCAI
2003
15 years 5 months ago
A Theory of Average-Case Compilability in Knowledge Representation
Compilability is a fundamental property of knowledge representation formalisms which captures how succinctly information can be expressed. Although many results concerning compila...
Hubie Chen
148
Voted
ICIP
2007
IEEE
16 years 5 months ago
Recovering Intrinsic Images using an Illumination Invariant Image
In this paper a method for the extraction of shading and reflectance intrinsic images from a single uncalibrated image is presented. It is based on the classification of the image...
Michela Farenzena, Andrea Fusiello
125
Voted
ICML
2007
IEEE
16 years 4 months ago
Discriminative learning for differing training and test distributions
We address classification problems for which the training instances are governed by a distribution that is allowed to differ arbitrarily from the test distribution--problems also ...
Michael Brückner, Steffen Bickel, Tobias Sche...
129
Voted
ICANN
2007
Springer
15 years 9 months ago
Boosting Unsupervised Competitive Learning Ensembles
Topology preserving mappings are great tools for data visualization and inspection in large datasets. This research presents a combination of several topology preserving mapping mo...
Emilio Corchado, Bruno Baruque, Hujun Yin