Why after programming the coeff of the dataset, I get only part of the coeff of the dataset?
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There is a 20*7 dataset and i try to get the coeff of it. But after I run the program, the output only provides me with a 7*7 coeff array.
[coeff, score, latent, tsquared, explained] = pca(mArray);
coeffArray = coeff;
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Accepted Answer
Adam Danz
on 25 Aug 2020
From the documentation:
coeff = pca(X) returns the principal component coefficients, also known as loadings, for the n-by-p data matrix X. Rows of X correspond to observations and columns correspond to variables. The coefficient matrix is p-by-p.
In your case, your data are 20*7 and the output is 7*7 as expected.
If you were expecting 20 coefficients, transpose the input.
[. . .] = pca(mArray.');
See the link above for a detailed explanation of the output and several examples.
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