Feature selection using a one dimensional naïve Bayes' classifier increases the accuracy of support vector machine classification of CDR3 repertoires.
Mattia CinelliYuxin SunKatharine BestJames M. HeatherShlomit Reich-ZeligerPublished in: Bioinform. (2017)
Keyphrases
- bayes classifiers
- bayes classifier
- feature selection
- support vector machine classification
- classification accuracy
- support vector machine
- probability of correct classification
- naive bayes
- probability density function
- decision trees
- text classification
- text categorization
- multi class
- dimensionality reduction
- model selection
- machine learning
- generative model
- logistic regression
- incomplete data
- naive bayes classifier
- feature space
- similarity measure