research
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03/08/2022
Online Weak-form Sparse Identification of Partial Differential Equations
This paper presents an online algorithm for identification of partial di...
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01/07/2022
Stochastic Saddle Point Problems with Decision-Dependent Distributions
This paper focuses on stochastic saddle point problems with decision-dep...
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05/27/2021
OpReg-Boost: Learning to Accelerate Online Algorithms with Operator Regression
This paper presents a new regularization approach – termed OpReg-Boost –...
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10/17/2019
Optimization and Learning with Information Streams: Time-varying Algorithms and Applications
There is a growing cross-disciplinary effort in the broad domain of opti...
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10/04/2019
Inexact Online Proximal-gradient Method for Time-varying Convex Optimization
This paper considers an online proximal-gradient method to track the min...
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10/03/2018