Large-scale Log-determinant Computation through Stochastic Chebyshev Expansions

Insu Han, Dmitry Malioutov, Jinwoo Shin

Logarithms of determinants of large positive definite matrices appear ubiquitously in machine learning applications including Gaussian graphical and Gaussian process models, partit…