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[问答] SPSS做因子分析样本量小于指标数量 [推广有奖]

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楼主
晚安baby 发表于 2014-4-4 17:24:40 |AI写论文

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本人写毕业论文ing,用的因子分析法,可是样本量小于指标量,按理说得不到KMO值,可是看了很多文献也是这个情况,还得到很好的KMO值,这是为什么啊???求大神回复~~~
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关键词:SPSS 指标数量 因子分析 PSS 样本量 毕业论文 分析法

沙发
ReneeBK 发表于 2014-4-4 22:54:49

Exploratory Factor Analysis With Small Sample Sizes


Abstract
Exploratory factor analysis (EFA) is generally regarded as a technique for large sample sizes (N), with N = 50 as a reasonable absolute minimum. This study offers a comprehensive overview of the conditions in which EFA can yield good quality results for N below 50. Simulations were carried out to estimate the minimum required N for different levels of loadings (λ), number of factors (f), and number of variables (p) and to examine the extent to which a small N solution can sustain the presence of small distortions such as interfactor correlations, model error, secondary loadings, unequal loadings, and unequal p/f. Factor recovery was assessed in terms of pattern congruence coefficients, factor score correlations, Heywood cases, and the gap size between eigenvalues. A subsampling study was also conducted on a psychological dataset of individuals who filled in a Big Five Inventory via the Internet. Results showed that when data are well conditioned (i.e., high λ, low f, high p), EFA can yield reliable results for N well below 50, even in the presence of small distortions. Such conditions may be uncommon but should certainly not be ruled out in behavioral research data.

http://www.tandfonline.com/doi/abs/10.1080/00273170902794206?journalCode=hmbr20#.Uz7HNPldXQ4

藤椅
ReneeBK 发表于 2014-4-4 22:58:28
http://psychology.ucdavis.edu/labs/Widaman/mypdfs/wid096.pdf

size in factor analysis. in the factor analysis literature, much attention has been given to the issue of sample size. It is widely understood that the use of larger ..

板凳
ReneeBK 发表于 2014-4-4 23:00:53

报纸
晚安baby 发表于 2014-4-5 10:13:41
ReneeBK 发表于 2014-4-4 23:00
https://www.encorewiki.org/display/~nzhao/The+Minimum+Sample+Size+in+Factor+Analysis
这个看起来太费劲了~~能不能通俗易懂一些??

地板
泡面爸 发表于 2020-3-26 10:20:05
遇到同样的问题 请问怎么解决的

7
江江江. 发表于 2022-4-6 11:25:09
泡面爸 发表于 2020-3-26 10:20
遇到同样的问题 请问怎么解决的
1111请问解决了吗

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