982 citations · 2.8k across the 131 of their papers we have counts for
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On the classification of 4-dimensional -quasi-Einstein manifolds with harmonic Weyl curvature
Jinwoo Shin
In this paper we study 4-dimensional -quasi-Einstein manifolds with harmonic Weyl curvature when and . W…
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 (…
MCMC assisted by Belief Propagation
Sungsoo Ahn, Michael Chertkov, Jinwoo Shin
Markov Chain Monte Carlo (MCMC) and Belief Propagation (BP) are the most popular algorithms for computational inference in Graphical Models (GM). In principle, MCMC is an exact pro…
Adiabatic Persistent Contrastive Divergence Learning
Hyeryung Jang, Hyungwon Choi, Yung Yi +1
This paper studies the problem of parameter learning in probabilistic graphical models having latent variables, where the standard approach is the expectation maximization algorith…
Four dimensional static and related critical spaces with harmonic curvature
Jongsu Kim, Jinwoo Shin
In this article we study any 4-dimensional Riemannian manifold with harmonic curvature which admits a smooth nonzero solution to the following equation \begin{eqnarray}…
Optimal Inference in Crowdsourced Classification via Belief Propagation
Jungseul Ok, Sewoong Oh, Jinwoo Shin +1
Crowdsourcing systems are popular for solving large-scale labelling tasks with low-paid workers. We study the problem of recovering the true labels from the possibly erroneous crow…