Failure and reliability prediction by support vector machines regression of time series data.
Márcio das Chagas MouraEnrico ZioIsis Didier LinsEnrique López DroguettPublished in: Reliab. Eng. Syst. Saf. (2011)
Keyphrases
- support vector
- learning machines
- large margin classifiers
- support vector regression
- failure rate
- highly reliable
- prediction accuracy
- failure prediction
- financial time series
- regression model
- logistic regression
- prediction error
- predictive clustering trees
- regression problems
- feature selection
- svm classifier
- kernel function
- linear regression model
- prediction model
- radial basis function
- target variable
- hyperplane
- multiple linear regression
- cross validation
- multi variate
- standard svm
- classification accuracy
- structural risk minimization
- software reliability
- regression analysis
- survival analysis
- prediction algorithm
- simple linear
- binary classification
- gaussian processes
- generalization ability
- kernel methods
- model selection
- data points
- decision trees