6 citations · 20 across the 10 of their papers we have counts for
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math.OC2020★ 3 cited
Distributed Online Linear Quadratic Control for Linear Time-invariant Systems
Ting-Jui Chang, Shahin Shahrampour
Classical linear quadratic (LQ) control centers around linear time-invariant (LTI) systems, where the control-state pairs introduce a quadratic cost with time-invariant parameters.…
cs.LG2020★ 3 cited
Unconstrained Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems
Ting-Jui Chang, Shahin Shahrampour
The regret bound of dynamic online learning algorithms is often expressed in terms of the variation in the function sequence () and/or the path-length of the minimizer sequenc…
cs.LG2020
RFN: A Random-Feature Based Newton Method for Empirical Risk Minimization in Reproducing Kernel Hilbert Spaces
Ting-Jui Chang, Shahin Shahrampour
In supervised learning using kernel methods, we often encounter a large-scale finite-sum minimization over a reproducing kernel Hilbert space (RKHS). Large-scale finite-sum problem…