An exercise in Pattern Recognition and Machine Learning

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I am trying to solve Problem 2.37, (i.e. the multivariate Robbins-Monro Algorithm). Problem 2.36 is the one-dimensional situation. I solve 2.37 in this way : my solution However, I found that for an invertible and symmetric matrix $A$ and a vector $b$, $AbbTA^{-1}\neq bb^T$, and hence my solution was wrong.

Can anyone help?