An Improvement of Naive Bayesian Network Classifier for Remote Sensing Images Based on Mutual Information

TAO Jianbin; SHU Ning; SHEN Zhaoqing

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Volume 35 Issue 2

Feb. 2010

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Geomatics and Information Science of Wuhan University > 2010 > 35(2): 228-232.

TAO Jianbin, SHU Ning, SHEN Zhaoqing. An Improvement of Naive Bayesian Network Classifier for Remote Sensing Images Based on Mutual Information[J]. Geomatics and Information Science of Wuhan University, 2010, 35(2): 228-232.

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An Improvement of Naive Bayesian Network Classifier for Remote Sensing Images Based on Mutual Information

¹School of Remote Sensing and Information Engineering,Wuhan University,129 Luoyu Road,Wuhan 430079,China

Funds: 国家973计划资助项目(2006CB701303)

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Received Date: December 16, 2009
Revised Date: December 16, 2009
Published Date: February 04, 2010

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This paper proposes an improvement of Naive Bayesian classifier-selective Naive Baysian classifier together with two enhancement of Naive Bayesian classifier-tree Augmented Nave Bayes and Bayes Augmented Nave Bayes.We constructed these classifiers for remote sensing images based on the mutual information between bands,and compared their performance with the NBC.
- mutual information,
- analysis of conditional independence,
- Bayesian network classifier,
- remote sensing images,
- classification

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An Improvement of Naive Bayesian Network Classifier for Remote Sensing Images Based on Mutual Information

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