Information is sent over a noisy underwater acoustic channel where the noisy signal [ x 1,..., x
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Question:
Information is sent over a noisy underwater acoustic channel where the noisy signal [x1,...,xd]T is collected as input vector X and the transmitted signal y is predicted using a linear regression filter, i.e., y=wTX+b. Consider the following function as stochastic loss,
l(x,Xi,yi) = log (1+||yi - wTXi||2)
Derive the SGD update for vector w that minimizes the loss.
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