REJECTION OF PHYSICO-CHEMICAL INDICES FOR PATHOLOGICAL MATRIX IN A QUANTITATIVE DRUG DESIGN
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Abstract
In a quantitative drug design, correlation coefficient matrix of physico-chemical indices Xi is often pathological when there indices are highy correlated. Theregression equation of biological activity Y about there indices Xi obtained in this case isnot stable. In this paper, a method is given to obtain a stable regression equation:giving acritical valne α and finding out the indices among which correlation coefficient is not lessthen α, The following are the rules to reject some of them. If Xi and Xj is highly correlated(|rij|≥α, rij is the correlation coefficient of Xi and Xj, and |rin|>|rjn|(rin and rjn are correlation coefficients of Xi and Xj about Y, respectively), then the index Xj is rejected, other-wise, Xi is rejected. Stable equation can be obtained by stepwise regression with the re-maining indices.
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