Latent semantic analysis: A new method to measure prose recall

被引:21
作者
Dunn, JC [1 ]
Almeida, OP
Barclay, L
Waterreus, A
Flicker, L
机构
[1] Univ Western Australia, Dept Psychiat & Behav Sci, Nedlands, WA 6097, Australia
[2] Univ Western Australia, Dept Med, Nedlands, WA 6009, Australia
关键词
D O I
10.1076/jcen.24.1.26.965
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
The aim of this study was to compare traditional methods of scoring the Logical Memory test of the Wechsler Memory Scale-III with a new method based on Latent Semantic Analysis (LSA). LSA represents texts as vectors in a high-dimensional semantic space and the similarity of any two texts is measured by the cosine of the angle between their respective vectors. The Logical Memory test was administered to a sample of 72 elderly individuals, 14 of whom were classified as cognitively impaired by the Mini-Mental State Examination (MMSE). The results showed that LSA was at least as valid and sensitive as traditional measures. Partial correlations between prose recall measures and measures of cognitive function indicated that LSA explained all the relationship between Logical Memory and general cognitive function. This suggests that LSA may serve as an improved measure of prose recall.
引用
收藏
页码:26 / 35
页数:10
相关论文
共 14 条
[1]  
CALESIMO GA, 1998, J CLIN EXPT NEUROPSY, V20, P14
[2]   The preclinical phase of Alzheimer disease -: A 22-year prospective study of the Framingham cohort [J].
Elias, MF ;
Beiser, A ;
Wolf, PA ;
Au, R ;
White, RF ;
D'Agostino, RB .
ARCHIVES OF NEUROLOGY, 2000, 57 (06) :808-813
[3]   MINI-MENTAL STATE - PRACTICAL METHOD FOR GRADING COGNITIVE STATE OF PATIENTS FOR CLINICIAN [J].
FOLSTEIN, MF ;
FOLSTEIN, SE ;
MCHUGH, PR .
JOURNAL OF PSYCHIATRIC RESEARCH, 1975, 12 (03) :189-198
[4]  
HAUT MW, 1994, AGING COGNITION, V1, P238, DOI [DOI 10.1080/13825589408256578, 10.1080/13825589408256578]
[5]  
Hayes W. L., 1988, STATISTICS
[6]   An introduction to latent semantic analysis [J].
Landauer, TK ;
Foltz, PW ;
Laham, D .
DISCOURSE PROCESSES, 1998, 25 (2-3) :259-284
[7]   A solution to Plato's problem: The latent semantic analysis theory of acquisition, induction, and representation of knowledge [J].
Landauer, TK ;
Dumais, ST .
PSYCHOLOGICAL REVIEW, 1997, 104 (02) :211-240
[8]   THE PRECLINICAL PHASE OF PROBABLE ALZHEIMERS-DISEASE - A 13-YEAR PROSPECTIVE-STUDY OF THE FRAMINGHAM COHORT [J].
LINN, RT ;
WOLF, PA ;
BACHMAN, DL ;
KNOEFEL, JE ;
COBB, JL ;
BELANGER, AJ ;
KAPLAN, EF ;
DAGOSTINO, RB .
ARCHIVES OF NEUROLOGY, 1995, 52 (05) :485-490
[9]  
NEBES RD, 1992, HDB AGING COGNITION, P373
[10]  
Roth M., 1998, CAMBRIDGE EXAMINATIO