Feature Selection Pitfalls and Music Classification.
Rebecca FiebrinkIchiro FujinagaPublished in: ISMIR (2006)
Keyphrases
- feature selection
- classification accuracy
- text classification
- classification models
- support vector
- feature set
- feature space
- machine learning
- support vector machine
- feature extraction
- high dimensionality
- feature selection algorithms
- pattern recognition
- dimension reduction
- classification scheme
- training set
- method for feature selection
- decision trees
- model selection
- bayes classifier
- discriminative features
- accurate classification
- feature subset
- feature selection and classification
- mutual information
- dimensionality reduction
- feature vectors
- preprocessing
- markov blanket
- irrelevant features
- class separability
- classification performances
- music genre classification
- wrapper feature selection
- classification method
- text categorization
- unsupervised learning
- feature subset selection
- instance selection
- fold cross validation
- class imbalance
- web page classification
- naive bayes
- unsupervised feature selection
- support vector machine svm
- supervised learning
- multi class
- knn