线性规划公式应用于判别问题的一些困难与改进

SOME DIFFICULTIES AND IMPROVEMENTS IN APPLYING LINEAR PROGRAMMING FORMULATIONS TO THE DISCRIMINANT PROBLEM

DECISION SCIENCES · 1985
被引 73 · 同刊同年前 9%
人大 AABS 3

中文导读

讨论了两种线性规划方法在判别问题中的缺陷:对数据原点选择敏感,且可能将所有案例归入同一组。作者指出统计方法无此问题,并提出了改进建议。

Abstract

Abstract In this paper, we discuss some disturbing features of two linear programming (LP) approaches to the discriminant problem. Specifically, we show that both approaches are sensitive to the choice of origin for the data although, intuitively, placement of origin should have no effect on the method of assigning cases to groups. In addition, we show that these LP approaches may lead to discriminant functions which assign all cases to the same group. We show that the usual statistical approach to this problem does not share these difficulties, and we make recommendations for implementing these LP approaches which help to alleviate the difficulties.

线性判别分析线性规划判别分析统计方法机器学习