Browsing by Author "Yang, Xiao"

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Browsing by Author "Yang, Xiao"

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  • Lu, Jie; Zhang, Guangquan; Hao, Zhifeng; Wen, W; Yang, Xiao (Springer-Verlag, 2006)
    A fast data preprocessing procedure (FDPP) for support vector regression (SVR) is proposed in this paper. In the presented method, the dataset is firstly divided into several subsets and then K-means clustering is implemented ...
  • Wen, W; Hao, Zhifeng; Yang, Xiao; Chen, Ming (Springer-Verlag, 2006)
    Firstly, a heuristic algorithm for labeling the ?outlierness? of samples is presented in this paper. Then based on it, a heuristic weight-setting algorithm for least squares support vector machine (LS-SVM) is proposed to ...
  • Sun, Guo Chao; Li, Gang; Zhou, Sihai; Xu, W; Yang, Xiao; Li, Q (Springer, 2011)
    Traditional design optimization for industry problems often requires many runs of costly high-fidelity finite element models. Multi-fidelity techniques offer a means to reducing prohibitive computational cost by combining ...