66 citations · 74 across the 5 of their papers we have counts for
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cs.LG2018★ 4 cited
On the Acceleration of L-BFGS with Second-Order Information and Stochastic Batches
Jie Liu, Yu Rong, Martin Takac +1
This paper proposes a framework of L-BFGS based on the (approximate) second-order information with stochastic batches, as a novel approach to the finite-sum minimization problems.…
cs.LG2018
MLE-induced Likelihood for Markov Random Fields
Jie Liu, Hao Zheng
Due to the intractable partition function, the exact likelihood function for a Markov random field (MRF), in many situations, can only be approximated. Major approximation approach…