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: Undergraduate calculus, linear algebra (specifically eigenvalues/eigenvectors), and probability theory. Signals & Systems
To support practical application, several resources are available for the 5th edition: Adaptive Filter Theory 5/E simon haykin adaptive filter theory 5th edition pdf
: Besides LMS, the book also covers the RLS algorithm, which offers faster convergence compared to LMS but at the cost of higher computational complexity. : Undergraduate calculus
If you'd like a pdf of the book just let me know and I'll try to find it for you! linear algebra (specifically eigenvalues/eigenvectors)