20132020

Research output per year

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Fingerprint Fingerprint is based on mining the text of the expert's scholarly documents to create an index of weighted terms, which defines the key subjects of each individual researcher.

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Research Output

  • 10 Conference contribution
  • 5 Article

Analytical convergence regions of accelerated gradient descent in nonconvex optimization under Regularity Condition

Xiong, H., Chi, Y., Hu, B. & Zhang, W., Mar 2020, In : Automatica. 113, 108715.

Research output: Contribution to journalArticle

  • An Exponentially Convergent Primal-Dual Algorithm for Nonsmooth Composite Minimization

    Ding, D., Hu, B., Dhingra, N. K. & Jovanovic, M. R., Jan 18 2019, 2018 IEEE Conference on Decision and Control, CDC 2018. Institute of Electrical and Electronics Engineers Inc., p. 4927-4932 6 p. 8619760. (Proceedings of the IEEE Conference on Decision and Control; vol. 2018-December).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • A Robust Accelerated Optimization Algorithm for Strongly Convex Functions

    Cyrus, S., Hu, B., Van Scoy, B. & Lessard, L., Aug 9 2018, 2018 Annual American Control Conference, ACC 2018. Institute of Electrical and Electronics Engineers Inc., p. 1376-1381 6 p. 8430824. (Proceedings of the American Control Conference; vol. 2018-June).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Dissipativity theory for accelerating stochastic variance reduction: A unified analysis of SVRG and Katyusha using semidefinite programs

    Hu, B., Wright, S. & Lessard, L., Jan 1 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). International Machine Learning Society (IMLS), p. 3250-3259 10 p. (35th International Conference on Machine Learning, ICML 2018; vol. 5).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  • Robust convergence analysis of distributed optimization algorithms

    Sundararajan, A., Hu, B. & Lessard, L., Jan 17 2018, 55th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1206-1212 7 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution