PSEUDOLIKELIHOOD ESTIMATION : SOME EXAMPLES

By Barry C. Arnold, D. J. Strauss. 2016

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Inverse statistical problems: from the inverse Ising problem to data science (2017, background): “Pseudolikelihood is an alternative to the likelihood function (16) and leads to the exact inference of model parameters in the limit of an infinite number of samples [4, 102, 156].”
DeepBach: a Steerable Model for Bach Chorales Generation (2016, methodology): “r i, one for each voice, and to minimize their negative log-likelihood independently using the pseudolikelihood criterion. We obtain four problems of the form: X t logp i (VtjV ni;t;S;F; i); for i2[4]6: (4) 6 We adopt the standard notation [N] to denote the set of integers f1;:::;Ng for any integer”
Style Imitation and Chord Invention in Polyphonic Music with Exponential Families (2016, background): “9 and can lead to good estimates [2].”