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2篇 您的检索式:作者名="DENG Chengfa"
    题名 作者 年代 出处 被引量
1Solving Multicollinearity in Dam Regression Model Using TSVD显示文摘Targeting the multicollinearity problem in dam statistical model and error perturbations resulting from the monitoring process,we built a regularized regression model using Truncated Singular Value Decomposition(TSVD).An earth-rock dam in China is presented and discussed as an example.The analysis consists of three steps:multicollinearity detection,regularization pa-rameter selection,and crack opening modeling and forecasting.Generalized Cross-Validation(GCV) function and L-curve criterion are both adopted in the regularization parameter selection.Partial Least-Squares Regression(PLSR) and stepwise regression are also included for comparison.The result indicates the TSVD can promisingly solve the multicollinearity problem of dam regression models.However,no general rules are available to make a decision when TSVD is superior to stepwise regression and PLSR due to the regularization parameter-choice problem.Both fitting accuracy and coefficients' reasonability should be considered when evaluating the model reliability.XU Chang DENG Chengfa 2011Geo-Spatial Information Science2011,14,3:8
2Hybrid GA/SIMPLS as alternative regression model in dam deformation analysis显示文摘Chang Xu Dongjie Yue Chengfa Deng 2011Engineering Applications of Artificial Intelligence2011,,3:1
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