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Learning-Augmented Decentralized Online Convex Optimization in Networks

• Authors : Li, Pengfei; Yang, Jianyi; Wierman, Adam

Subjects: decentralized optimization; learning to optimize; online algorithm

• Source: 163-165, (2025-06-09) ; SIGMETRICS '25: ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, Stony Brook, NY, June 9 - 13, 2025

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Robust Controller Design for Stochastic Nonlinear Systems via Convex Optimization

• Authors : Tsukamoto, Hiroyasu; Chung, Soon-Jo

Subjects: LMIs; nonlinear systems; optimization algorithms

• Source: IEEE Transactions on Automatic Control, 66(10), 4731-4746, (2021-10)

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Neural Contraction Metrics for Robust Estimation and Control: A Convex Optimization Approach

• Authors : Tsukamoto, Hiroyasu; Chung, Soon-Jo

Subjects: Machine learning; Observers for nonlinear systems; Optimal control

• Source: IEEE Control Systems Letters, 5(1), 211-216, (2021-01)

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Exact Matrix Completion via Convex Optimization

• Authors : Candès, Emmanuel J.; Recht, Benjamin

Subjects: Matrix completion; Low-rank matrices; Convex optimization

• Source: Foundations of Computational Mathematics, 9(6), 717-772, (2009-12)

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OptiSens—Convex optimization of sensor and actuator placement for ultrasonic guided-wave based structural health monitoring

• Authors : Cantero-Chinchilla, Sergio; Beck, James L.; Chiachío, Juan

Subjects: Optimal sensor placement; Structural health monitoring; Ultrasonic guided-waves

• Source: SoftwareX, 13, Art. No. 100643, (2021-01)

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Convex Optimization-based Controller Design for Stochastic Nonlinear Systems using Contraction Analysis

• Authors : Tsukamoto, Hiroyasu; Chung, Soon-Jo

• Source: 2019 IEEE Conference on Decision and Control (CDC), Nice, France, 11-13 December 2019

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Precoder design for space-time coded systems over correlated Rayleigh fading channels using convex optimization

• Authors : Phan, K. T.; Vorobyov, S. A.; Tellambura, C.

Subjects: convex optimization; correlated fading channels; multiple-input multiple-output (MIMO) systems

• Source: IEEE Transactions on Signal Processing, 57(2), 814-819, (2009-02)

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An Online Algorithm for Smoothed Online Convex Optimization

• Authors : Goel, Gautam; Wierman, Adam

• Source: ACM SIGMETRICS Performance Evaluation Review, 47(2), 6-8, (2019-09) ; Mathematical performance Modeling and Analysis (MAMA 2019), Phoenix, AZ, 24-28 June 2019

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Interpreting Latent Variables in Factor Models via Convex Optimization

• Authors : Taeb, Armeen; Chandrasekaran, Venkat

Subjects: Canonical correlations analysis; Factor analysis; Log-determinant optimization

• Source: Mathematical Programming, 167(1), 129-154, (2018-01)

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High-dimensional change-point estimation: Combining filtering with convex optimization

• Authors : Soh, Yong Sheng; Chandrasekaran, Venkat

Subjects: High-dimensional time series; Convex geometry; Atomic norm thresholding

• Source: Applied and Computational Harmonic Analysis, 43(1), 122-147, (2017-07)

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