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» Robust Feature Selection by Mutual Information Distributions
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PRL
2006
180views more  PRL 2006»
13 years 5 months ago
MutualBoost learning for selecting Gabor features for face recognition
This paper describes an improved boosting algorithm, the MutualBoost algorithm, and its application in developing a fast and robust Gabor feature based face recognition system. Th...
LinLin Shen, Li Bai
JMLR
2010
161views more  JMLR 2010»
13 years 7 days ago
Feature Selection for Text Classification Based on Gini Coefficient of Inequality
A number of feature selection mechanisms have been explored in text categorization, among which mutual information, information gain and chi-square are considered most effective. ...
Sanasam Ranbir Singh, Hema A. Murthy, Timothy A. G...
MICCAI
2009
Springer
14 years 2 months ago
A Robust Solution to Multi-modal Image Registration by Combining Mutual Information with Multi-scale Derivatives
In this paper we present a novel method for performing image registration of different modalities. Mutual Information (MI) is an established method for performing such registration...
Philip A. Legg, Paul L. Rosin, A. David Marshall, ...
ESANN
2003
13 years 6 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
NIPS
2001
13 years 6 months ago
Distribution of Mutual Information
Mutual information is widely used, in a descriptive way, to measure the stochastic dependence of categorical random variables. In order to address questions such as the reliabilit...
M. Hutter