54k citations · 60.1k across the 24 of their papers we have counts for
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cs.LG2014
A Parallel and Efficient Algorithm for Learning to Match
Jingbo Shang, Tianqi Chen, Hang Li +2
Many tasks in data mining and related fields can be formalized as matching between objects in two heterogeneous domains, including collaborative filtering, link prediction, image t…
stat.ME2014★ 469 cited
Stochastic Gradient Hamiltonian Monte Carlo
Tianqi Chen, Emily B. Fox, Carlos Guestrin
Hamiltonian Monte Carlo (HMC) sampling methods provide a mechanism for defining distant proposals with high acceptance probabilities in a Metropolis-Hastings framework, enabling mo…