Developing fast predictors for large-scale time series using fuzzy granular support vector machines.
Junhu RuanXuping WangYan ShiPublished in: Appl. Soft Comput. (2013)
Keyphrases
- support vector
- fuzzy sets
- learning machines
- large margin classifiers
- real world
- logistic regression
- membership functions
- information granules
- granular computing
- non stationary
- fuzzy logic
- loss function
- rough sets
- support vector machine
- classification accuracy
- fuzzy set theory
- electric load
- fuzzy numbers
- neural network
- feature selection
- fuzzy reasoning
- training data
- fuzzy controller
- small scale
- hyperplane
- kernel methods
- training examples
- fuzzy rules
- svm classifier
- radial basis function
- kernel function
- support vectors
- multi class
- similarity measure
- multivariate time series
- genetic algorithm