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Distributed Online Linear Quadratic Control for Linear Time-invariant Systems
Classical linear quadratic (LQ) control centers around linear time-invar...
09/29/2020 ∙ by Ting-Jui Chang, et al. ∙
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Unconstrained Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems
The regret bound of dynamic online learning algorithms is often expresse...
06/06/2020 ∙ by Ting-Jui Chang, et al. ∙
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A Random-Feature Based Newton Method for Empirical Risk Minimization in Reproducing Kernel Hilbert Space
In supervised learning using kernel methods, we encounter a large-scale ...
02/12/2020 ∙ by Shahin Shahrampour, et al. ∙
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Efficient Two-Step Adversarial Defense for Deep Neural Networks
In recent years, deep neural networks have demonstrated outstanding perf...
10/08/2018 ∙ by Ting-Jui Chang, et al. ∙
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