The Impact of Preprocessing on Support Vector Regression and Neural Networks in Time Series Prediction.
Sven F. CroneJose GuajardoRichard WeberPublished in: DMIN (2006)
Keyphrases
- support vector regression
- preprocessing
- neural network
- neural network model
- back propagation neural network
- extreme learning machine
- artificial neural networks
- regression model
- hybrid model
- load forecasting
- response surface methodology
- support vector
- support vector machine svm
- recurrent neural networks
- kernel function
- support vector classification
- fuzzy logic
- support vector machine
- mackey glass
- prediction model
- hybrid genetic
- artificial neural network models
- autoregressive conditional heteroscedasticity
- feature extraction
- wavelet neural network
- pattern recognition
- back propagation
- nonlinear regression
- neuro fuzzy
- forecasting model
- genetic algorithm
- preprocessing step
- forecasting accuracy
- multi layer
- function approximation
- feed forward
- wavelet frame
- non stationary
- long term