SVM with improved grid search and its application to wind power prediction.
Li MengJin-Wei ShiHao WangXiao-Qiang WenPublished in: ICMLC (2013)
Keyphrases
- grid search
- wind power
- cross validation
- support vector machine
- hyperparameters
- generalization ability
- random forest
- support vector
- parameter optimization
- prediction accuracy
- wind speed
- model selection
- gaussian process
- support vector machine svm
- knn
- random search
- neuro fuzzy
- support vector regression
- power generation
- parameter values
- closed form
- short term
- fold cross validation
- neural network
- power system
- bilevel programming
- feature vectors
- ls svm
- ensemble methods
- bayesian inference
- long term
- random sampling
- power plant
- noise level
- prediction model
- bayesian framework
- prior information
- wind turbine
- maximum a posteriori
- prior knowledge
- feature space
- genetic algorithm