Potentials and problems of the classification space method

ACM-SE 17 Pub Date : 1979-04-09 DOI:10.1145/503506.503550
M. Paulk
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引用次数: 1

Abstract

A technique for representing human knowledge and judgments developed by Ossorio 1 is described. A matrix of judgments obtained from human experts is factor analyzed, and the resulting factors are used to define an n-dimensional space. Items may be assigned positions in the space by a weighted sum of their component factors. Items close to one another geometrically should be close conceptually. Is a significant amount of information lost in the factor analysis? How stable is the technique? Does the factor analysis extract "conceptually significant" factors? The technique is "humanistic" in approach, and there are ways to determine how well objects are represented in the space. Systems using this method have been promising in information retrieval and medical diagnosis.
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分类空间方法的潜力和问题
描述了由Ossorio 1开发的一种表示人类知识和判断的技术。从人类专家那里获得的判断矩阵进行因子分析,并使用所得到的因子来定义n维空间。项目可以通过其组成因素的加权和在空间中分配位置。几何上彼此接近的项目在概念上也应该相近。因子分析中是否丢失了大量的信息?这项技术有多稳定?因子分析是否提取出“概念上显著”的因子?该技术在方法上是“人性化的”,有很多方法可以确定物体在空间中的表现程度。基于该方法的系统在信息检索和医学诊断等领域具有广阔的应用前景。
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