how can i do Factor analysis with 2 matrix
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I have 2 Matrix, for example
Matrix A ={a1 b1 c1; a2 b2 c2; a3 b3 c3}
Matrix B={x1 y1 z1 m1 n1; x2 y2 z2 m2 n2; x3 y3 z3 m3 n3 }
there must some relationships zwischen Matrix A and B, linear or unlinear, but i don't yet.
i want to do the Factor analysis and this relationships to find.
how kann i do the Factor analysis by Matlab ?
which function should i use ?
Thankyou very very much for your time!
回答(1 个)
Abdolkarim Mohammadi
2020-8-19
0 个投票
factoran function implements Factor Analysis (FA) in MATLAB. FA is a dimension reduction technique. It is not designed to find the relationship between two datasets. It can only summarize each of your datasets into factors separately. If you want to find the relationship between the factors obtained from your datasets, you should use Structural Equations Modeling (SEM), whom uses FA along other techniques.
4 个评论
Zuyu An
2020-8-20
Abdolkarim Mohammadi
2020-8-21
编辑:Abdolkarim Mohammadi
2020-8-21
SEM is a collection of methods, including factor analysis and linear regression. MATLAB do provide powerful tools for these two. However, SEM requires many other statistical tests and techniques, which might be inculded in MATLAB, but are not packed as a single tool. If you have multiple inputs and multiple outputs and a large dataset, maybe Artificial Neural Networks (ANN) are a good choice for you. Beware that ANNs do not produce explicit formula (unlike regression) between the two matrices.
Zuyu An
2020-8-28
Abdolkarim Mohammadi
2020-8-28
Principle components analysis (PCA) is one of the most popular methods for FA. You can refer to the MATLAB's documentation of the function pca(). There you can see that FA is implemented on not more than one matrix. I think you should first read about the basics of FA.
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