Implementing support vector regression with differential evolution to forecast motherboard shipments.
Fu-Kwun WangTimon C. DuPublished in: Expert Syst. Appl. (2014)
Keyphrases
- differential evolution
- support vector regression
- forecasting model
- forecasting accuracy
- evolutionary algorithm
- load forecasting
- optimization algorithm
- convergence speed
- differential evolution algorithm
- test functions
- optimization method
- particle swarm optimization pso
- genetic algorithm
- hybrid model
- particle swarm optimization
- regression model
- mutation operator
- parameter optimization
- global optimization problems
- autoregressive conditional heteroscedasticity
- support vector machine svm
- evolution strategy
- premature convergence
- kernel function
- support vector
- support vector classification
- hybrid algorithm
- multi objective
- crossover operator
- numerical optimization problems
- evolutionary programming
- generalized regression neural network
- support vector machine
- solving global optimization problems
- objective function
- neural network
- short term
- nsga ii