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» Feature Selection Based on Mutual Correlation
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GRC
2008
IEEE
15 years 5 months ago
Fuzzy Entropy based Max-Relevancy and Min-Redundancy Feature Selection
Feature selection is an important problem for pattern classification systems. Mutual information is a good indicator of relevance between variables, and has been used as a measure...
Shuang An, Qinghua Hu, Daren Yu
ICML
2003
IEEE
16 years 5 months ago
Feature Selection for High-Dimensional Data: A Fast Correlation-Based Filter Solution
Feature selection, as a preprocessing step to machine learning, has been effective in reducing dimensionality, removing irrelevant data, increasing learning accuracy, and improvin...
Lei Yu, Huan Liu
117
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CORES
2005
Springer
149views Biometrics» more  CORES 2005»
15 years 9 months ago
Feature Selection for High-Dimensional Data: A Kolmogorov-Smirnov Correlation-Based Filter
Jacek Biesiada, Wlodzislaw Duch
CIARP
2006
Springer
15 years 8 months ago
Automatic Band Selection in Multispectral Images Using Mutual Information-Based Clustering
Feature selection and dimensionality reduction are crucial research fields in pattern recognition. This work presents the application of a novel technique on dimensionality reducti...
Adolfo Martínez Usó, Filiberto Pla, ...
ICMCS
2006
IEEE
161views Multimedia» more  ICMCS 2006»
15 years 10 months ago
Improved Similarity-Based Online Feature Selection in Region-Based Image Retrieval
To bridge the gap between high level semantic concepts and low level visual features in content-based image retrieval (CBIR), online feature selection is really required. An effec...
Fei Li, Qionghai Dai, Wenli Xu