1.1k citations · 5.4k across the 59 of their papers we have counts for
Showing 2018 · stat.MLShow all
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stat.ML2018★ 40 cited
Stability and Convergence Trade-off of Iterative Optimization Algorithms
Yuansi Chen, Chi Jin, Bin Yu
The overall performance or expected excess risk of an iterative machine learning algorithm can be decomposed into training error and generalization error. While the former is contr…
stat.ML2018★ 94 cited
Log-concave sampling: Metropolis-Hastings algorithms are fast
Raaz Dwivedi, Yuansi Chen, Martin J. Wainwright +1
We consider the problem of sampling from a strongly log-concave density in , and prove a non-asymptotic upper bound on the mixing time of the Metropolis-adjusted Lang…