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Dive into the research topics where Necdet S. Aybat is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Projects
- 2 Finished
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Decentralized Power Flow Optimization on Electricity Grids via Distributed Consensus Methods
Aybat, N. S. (PI)
9/1/16 → 8/31/20
Project: Research project
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Resolving Parametric Misspecification: Joint Schemes for Computation and Learning
Shanbhag, U. (PI) & Aybat, N. S. (CoPI)
8/1/14 → 7/31/18
Project: Research project
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ACCELERATED GRADIENT METHODS WITH BIASED GRADIENT ESTIMATES: RISK SENSITIVITY, HIGH-PROBABILITY GUARANTEES, AND LARGE DEVIATION BOUNDS
Gürbüzbalaban, M., Syed, Y. & Aybat, N. S., 2026, In: Journal of Nonlinear and Variational Analysis. 10, 2, p. 231-285 55 p.Research output: Contribution to journal › Article › peer-review
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AN ACCELERATED PRIMAL DUAL ALGORITHM WITH BACKTRACKING FOR DECENTRALIZED CONSTRAINED OPTIMIZATION
Xu, Q., Aybat, N. S. & Gürbüzbalaban, M., 2026, In: Journal of Nonlinear and Variational Analysis. 10, 3, p. 555-596 42 p.Research output: Contribution to journal › Article › peer-review
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A Fast Row-Stochastic Decentralized Method for Distributed Optimization Over Directed Graphs
Ghaderyan, D., Aybat, N. S., Aguiar, A. P. & Pereira, F. L., Jan 1 2024, In: IEEE Transactions on Automatic Control. 69, 1, p. 275-289 15 p.Research output: Contribution to journal › Article › peer-review
27 Link opens in a new tab Scopus citations -
High Probability and Risk-Averse Guarantees for a Stochastic Accelerated Primal-Dual Method
Laguel, Y., Aybat, N. S. & Gürbüzbalaban, M., 2024, In: Journal of Machine Learning Research. 25Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Scopus citations -
High-probability complexity guarantees for nonconvex minimax problems
Laguel, Y., Syed, Y., Aybat, N. S. & Gürbüzbalaban, M., 2024, In: Advances in Neural Information Processing Systems. 37Research output: Contribution to journal › Conference article › peer-review