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定量结构-活性/性质相关性中变量的选择——正交变换法与最优子集回归法的比较 被引量:5

Selection for Variables in Quantitative Structure-activity/Property Relationship Studies ——Comparison Between Methods of Orthogonal Descriptors and Leaps-and-Bounds Regression Analysis
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摘要 In this paper, the comparison of orthogonal descriptors and Leaps and Bounds regression analysis is performed. The results obtained by using orthogonal descriptors are better than that obtained by using Leaps and Bounds regression for the data set of nitrobenzenes used in this study. Leaps and Bounds regression can be used effectively for selection of variables in quantitative structure activity/property relationship(QSAR/QSPR) studies. Consequently, orthogonalisation of descriptors is also a good method for variable selection for studies on QSAR/QSPR. In this paper, the comparison of orthogonal descriptors and Leaps and Bounds regression analysis is performed. The results obtained by using orthogonal descriptors are better than that obtained by using Leaps and Bounds regression for the data set of nitrobenzenes used in this study. Leaps and Bounds regression can be used effectively for selection of variables in quantitative structure activity/property relationship(QSAR/QSPR) studies. Consequently, orthogonalisation of descriptors is also a good method for variable selection for studies on QSAR/QSPR.
作者 章文军 许禄
出处 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2001年第7期1134-1136,共3页 Chemical Journal of Chinese Universities
基金 国家自然科学基金 (批准号 :2 96 770 16 )
关键词 构效关系 变量选择 正交变换法 变量最优子集回归法 化合物 结构 性质 QSAR QSPR Quantitative structure activity/property relationship study Variable selection Orthogonal descriptor Leaps and Bounds regression
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