Wednesday, June 22, 2005

Use of Naive Bayes along with SVMs

I plan to use Naive Bayes in the following manner:
  • As a pre-processing step for SVMs:
    • Feature Selection - reduce the number of terms drastically to increase SVM scalability
    • Enhancing the training set - increase the size of it
  • As part of an ensemble of techniques - implement 3 techniques (Multivariate, Multinomial and SVM) and use the results from all three to build confidence in the classification

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