Bayesian Inference of Log Determinants

The log-determinant of a kernel matrix appears in a variety of machine learning problems, ranging from determinantal point processes and generalized Markov random fields, through to the training of Gaussian processes. Exact calculation of this term is often intractable when the size of the kernel ma...

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Bibliographic Details
Main Authors: Fitzsimons, J, Cutajar, K, Osborne, M, Roberts, S, Filippone, M
Format: Conference item
Published: Association for Uncertainty in Artificlla Intelligence 2017