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ELL718

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ELL718
Statistical Signal processing
Credits 3
Structure 3-0-0
Pre-requisites ELL711
Overlaps

ELL718 : Statistical Signal processing

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Review of random variables, GS orthogonalization, geometric concepts, notions of projection, random processes, WSS processes, properties of autocorrelation and power spectral densities, properties of autocorrelation matrices, Cholesky decomposition, eigen-analysis, optimum Linear filtering, LMS and its performance, variants, Least-squares, QR decomposition and SVD, RLS and its performance, square-root RLS, Kalman Filters, spectrum modelling.