Developing a Local Least-Squares Support Vector Machines-Based Neuro-Fuzzy Model for Nonlinear and Chaotic Time Series Prediction

2013 ◽  
Vol 24 (2) ◽  
pp. 207-218 ◽  
Author(s):  
A. Miranian ◽  
M. Abdollahzade
Keyword(s):  
Time Series ◽  
Support Vector Machines ◽  
Least Squares ◽  
Time Series Prediction ◽  
Fuzzy Model ◽  
Chaotic Time Series ◽  
Support Vector ◽  
Neuro Fuzzy ◽  
Vector Machines ◽  
Chaotic Time Series Prediction

Study on Prediction of Chaotic Time Series Using Least Squares Support Vector Machines

2014 ◽  
Vol 1061-1062 ◽  
pp. 935-938
Author(s):  
Xin You Wang ◽  
Guo Fei Gao ◽  
Zhan Qu ◽  
Hai Feng Pu
Keyword(s):  
Time Series ◽  
Support Vector Machine ◽  
Support Vector Machines ◽  
Least Squares ◽  
Prediction Accuracy ◽  
Chaotic Time Series ◽  
Support Vector ◽  
Vector Machines ◽  
Online Prediction ◽  
Better Than

The predictions of chaotic time series by applying the least squares support vector machine (LS-SVM), with comparison with the traditional-SVM and-SVM, were specified. The results show that, compared with the traditional SVM, the prediction accuracy of LS-SVM is better than the traditional SVM and more suitable for time series online prediction.

scholarly journals Chaotic time series prediction using filtering window based least squares support vector regression

2013 ◽  
Vol 62 (12) ◽  
pp. 120511
Author(s):  
Zhao Yong-Ping ◽  
Zhang Li-Yan ◽  
Li De-Cai ◽  
Wang Li-Feng ◽  
Jiang Hong-Zhang
Keyword(s):  
Time Series ◽  
Least Squares ◽  
Support Vector Regression ◽  
Time Series Prediction ◽  
Chaotic Time Series ◽  
Support Vector ◽  
Chaotic Time Series Prediction

Financial time series prediction using least squares support vector machines within the evidence framework

2001 ◽  
Vol 12 (4) ◽  
pp. 809-821 ◽  
Author(s):  
T. Van Gestel ◽  
J.A.K. Suykens ◽  
D.-E. Baestaens ◽  
A. Lambrechts ◽  
G. Lanckriet ◽  
...  
Keyword(s):  
Time Series ◽  
Support Vector Machines ◽  
Least Squares ◽  
Financial Time Series ◽  
Time Series Prediction ◽  
Support Vector ◽  
Financial Time ◽  
Evidence Framework ◽  
Vector Machines
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