32 citations · 79 across the 17 of their papers we have counts for
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cs.DS2016★ 11 cited
Approximating the Spectral Sums of Large-scale Matrices using Chebyshev Approximations
Insu Han, Dmitry Malioutov, Haim Avron +1
Computation of the trace of a matrix function plays an important role in many scientific computing applications, including applications in machine learning, computational physics (…
cs.DS2015★ 32 cited
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…