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Article #217Reverse LMS
From: braintest
Date: Tue, 24 May 2005 23:17
Date: Tue, 24 May 2005 23:17
34 lines
1918 bytes
1918 bytes
Hi all, I'm doing a least mean square identification of a system. Let's say I have a group of vectors X (1024 rows by 2 columns) and another one Y (1024x3). I want to find the matrix A (2x3) the L2 norm of each column of: Y - XA It's a classical problem and we solve the system (apostrophe meaning transpose): X'(Y-XA) = 0 A = inv(X'X) X' Y Now, I want to reverse the problem. Instead of trying to best predict Y with X, I want to best predict X with Y. The matrix B (3x2) must minimize the L2 norm of each column of: X - YB And the solution is B = inv(Y'Y) Y' X So far, so good. But here's my question. Can we predict the zeros in A from the zeros in B: B(i,j) = 0 <=> A(j,i) = 0 I have some counter example, but if we create X as a linear transform from Y, then I cannot find counter examples anymore. Also, it is in the context of data analysis, so I do a t-test to decide whether a coefficient is zero or not. Any pointer would be appreciated! Thanks, Tony
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