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The procedure is mechanical, but understanding why it works is quite a bit harder.



Oh sure, I agree with that. For more context, I highly recommend chapter 5 in B&V.[0]

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[0] http://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf#page229




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