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https://issues.apache.org/jira/browse/SPARK-15906?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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MIN-FU YANG updated SPARK-15906:
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Description:
Improve the Naive Bayes algorithm on skew data according to
"Tackling the Poor Assumptions of Naive Bayes Text Classifers" chapter 3.2
http://people.csail.mit.edu/jrennie/papers/icml03-nb.pdf
Mahout & WEKA both have Complementary Naive Bayes implementations.
https://mahout.apache.org/users/classification/bayesian.html
http://weka.sourceforge.net/doc.packages/complementNaiveBayes/weka/classifiers/bayes/ComplementNaiveBayes.html
Besides, this paper is referenced by other papers & books 600+ times, I think
it's result is solid.
https://scholar.google.com.tw/scholar?rlz=1C5CHFA_enTW567TW567&safe=high&um=1&ie=UTF-8&lr&cites=1197073324019480518
was:
Improve the Naive Bayes algorithm on skew data according to
"Tackling the Poor Assumptions of Naive Bayes Text Classifers" chapter 3.2
http://people.csail.mit.edu/jrennie/papers/icml03-nb.pdf
Mahout & WEKA both have Complementary Naive Bayes implementations.
https://mahout.apache.org/users/classification/bayesian.html
http://weka.sourceforge.net/doc.packages/complementNaiveBayes/weka/classifiers/bayes/ComplementNaiveBayes.html
Besides, this paper is referenced by other papers & books 600+ times, I think
it's result is solid.
> Complementary Naive Bayes Algorithm Implementation
> --------------------------------------------------
>
> Key: SPARK-15906
> URL: https://issues.apache.org/jira/browse/SPARK-15906
> Project: Spark
> Issue Type: Improvement
> Components: MLlib
> Reporter: MIN-FU YANG
> Priority: Minor
>
> Improve the Naive Bayes algorithm on skew data according to
> "Tackling the Poor Assumptions of Naive Bayes Text Classifers" chapter 3.2
> http://people.csail.mit.edu/jrennie/papers/icml03-nb.pdf
> Mahout & WEKA both have Complementary Naive Bayes implementations.
> https://mahout.apache.org/users/classification/bayesian.html
> http://weka.sourceforge.net/doc.packages/complementNaiveBayes/weka/classifiers/bayes/ComplementNaiveBayes.html
> Besides, this paper is referenced by other papers & books 600+ times, I think
> it's result is solid.
> https://scholar.google.com.tw/scholar?rlz=1C5CHFA_enTW567TW567&safe=high&um=1&ie=UTF-8&lr&cites=1197073324019480518
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