The nature of statistical learning theory
The nature of statistical learning theory
Machine Learning
Control of chaotic dynamical systems using radial basis function network approximators
Information Sciences: an International Journal
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Ridge Regression Learning Algorithm in Dual Variables
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Multisurface Proximal Support Vector Machine Classification via Generalized Eigenvalues
IEEE Transactions on Pattern Analysis and Machine Intelligence
Twin Support Vector Machines for Pattern Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence
Application of smoothing technique on twin support vector machines
Pattern Recognition Letters
Nonparallel plane proximal classifier
Signal Processing
Least squares twin support vector machines for pattern classification
Expert Systems with Applications: An International Journal
TSVR: An efficient Twin Support Vector Machine for regression
Neural Networks
Least squares wavelet support vector machines for nonlinear system identification
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
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In this paper, we introduce a new twin support vector regression (TSVR) algorithm, which estimates an unknown function by approaching its up and lower boundary, the ending function is obtained by the mean of the two function. For the class of nonlinear systems composed by linear and nonlinear parts, we use TSVR with a wavelet kernel to estimate the unknown nonlinear part in the original system and to counteract it, and then a state feedback control is carried out to realize a close loop control for the compensated system. Simulation results show that the TSVR with the wavelet kernel has good approaching ability and generalization. The whole close loop system with a state feedback control is stable when the compensating errors satisfy certain conditions.