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Calculating order arrival times using log-likelihood, Raphson and Jacobian matrices?

I am reading the following paper: http://www.ntuzov.com/Nik_Site/Niks_files/Research/papers/stat_arb/Ahmed_2009.pdf and in particular page 13: Now I never did a degree in maths (I did ...