Fast and Stable Convergence of Online SGD for CV@R-Based Risk-Aware Learning

Author:

Kalogerias Dionysios S.1

Affiliation:

1. Yale University,Department of Electrical Engineering

Publisher

IEEE

Reference28 articles.

1. Risk-averse classification

2. An Approximation Algorithm for Risk-Averse Submodular Optimization

3. Statistical Learning with Conditional Value at Risk;soma;arXiv preprint arXiv 2002 05155,2020

4. A Stochastic´ Subgradient Method for Distributionally Robust Non-Convex Learning;gürbüzbalaban;arXiv preprint arXiv 2006 04989,2020

5. Lectures on Stochastic Programming: Modeling and Theory, Second Edition

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1. Learning of Nash Equilibria in Risk-Averse Games;2024 American Control Conference (ACC);2024-07-10

2. Stochastic Resource Allocation via Dual Tail Waterfilling;2024 58th Annual Conference on Information Sciences and Systems (CISS);2024-03-13

3. Mini-Batch Risk Forms;SIAM Journal on Optimization;2023-06-02

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