A Novel Hybrid Method of Parameters Tuning in Support Vector Regression for Reliability Prediction: Particle Swarm Optimization Combined With Analytical Selection.
Wei ZhaoTao TaoEnrico ZioWenbin WangPublished in: IEEE Trans. Reliab. (2016)
Keyphrases
- support vector regression
- hybrid method
- particle swarm optimization
- hybrid algorithm
- fine tuning
- support vector machine
- response surface methodology
- optimal parameters
- nonlinear regression
- regression model
- load forecasting
- linear regression model
- forecasting accuracy
- prediction model
- hybrid model
- kernel function
- parameter settings
- support vector
- pso algorithm
- support vector machine svm
- particle swarm optimization algorithm
- support vector classification
- particle swarm optimization pso
- data sets
- inertia weight
- global optimization
- multi objective
- convergence speed
- wavelet frame
- singular spectrum analysis
- solution path
- particle swarm
- differential evolution
- metaheuristic
- genetic algorithm