Eigenvalue and factor models: how to get the orthogonal matrix?
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Hi everyone, I would like to know if there is a command to form factor models and get the orthogonal matrix in matlab. For instance, let QAQ = covariance matrix of x and A is a diagonal matrix of eigenvalues of the matrix cov(x) and Q is an orthogonal matrix whose columns are standardized eigenvectors. How can I get the Q...the orthogonal matrix in matlab?
Thank you,
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Prateekshya
2024-9-3
Hello Charles,
You can use the eig function to get the orthogonal matrix in MATLAB. Here is a sample code for the same:
% Sample data matrix x (e.g., each row is an observation, each column is a variable)
x = randn(100, 5); % Example: 100 observations of 5 variables
% Compute the covariance matrix of x
covMatrix = cov(x);
% Use the eig function to get eigenvectors and eigenvalues
[Q, A] = eig(covMatrix);
% Q is the orthogonal matrix of standardized eigenvectors
% A is the diagonal matrix of eigenvalues
% Display the orthogonal matrix Q
disp('Orthogonal matrix Q:');
disp(Q);
% Display the diagonal matrix A of eigenvalues
disp('Diagonal matrix of eigenvalues A:');
disp(diag(A));
You can modify the code according to your requirement.
I hope this helps!
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