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113
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CDC
2008
IEEE
206views Control Systems» more  CDC 2008»
15 years 7 months ago
Approximate dynamic programming using support vector regression
— This paper presents a new approximate policy iteration algorithm based on support vector regression (SVR). It provides an overview of commonly used cost approximation architect...
Brett Bethke, Jonathan P. How, Asuman E. Ozdaglar
89
Voted
IJCNN
2008
IEEE
15 years 6 months ago
Financial time series prediction using a support vector regression network
Abstract— This paper presents a novel support vector regression (SVR) network for financial time series prediction. The SVR network consists of two layers of SVR: transformation...
Boyang Li, Jinglu Hu, Kotaro Hirasawa
ISNN
2005
Springer
15 years 6 months ago
Support Vector Regression for Software Reliability Growth Modeling and Prediction
In this work, we propose to apply support vector regression (SVR) to build software reliability growth model (SRGM). SRGM is an important aspect in software reliability engineering...
Fei Xing, Ping Guo
ICONIP
2004
15 years 1 months ago
Outliers Treatment in Support Vector Regression for Financial Time Series Prediction
Recently, the Support Vector Regression (SVR) has been applied in the financial time series prediction. The financial data are usually highly noisy and contain outliers. Detecting ...
Haiqin Yang, Kaizhu Huang, Laiwan Chan, Irwin King...
96
Voted
IPMI
2003
Springer
16 years 1 months ago
Nonlinear Estimation and Modeling of fMRI Data Using Spatio-temporal Support Vector Regression
Yongmei Michelle Wang, Robert T. Schultz, R. Todd ...