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Stochastic Mirror Descent on Overparameterized Nonlinear Models

• Authors : Azizan, Navid; Lale, Sahin; Hassibi, Babak

Subjects: Deep learning; implicit regularization; mirror descent

• Source: IEEE Transactions on Neural Networks and Learning Systems, 33(12), 7717 - 7727, (2022-12) ; 36th International Conference on Machine Learning (ICML 2019), Long Beach, CA, 10-15 June 2019

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Saturn's Northern Hemisphere Ribbon: Simulations and Comparison with the Meandering Gulf Stream

• Authors : Sayanagi, Kunio M.; Morales-Juberías, Raúl; Ingersoll, Andrew P.

Subjects: Boundary currents; Jets; Nonlinear models

• Source: Journal of the Atmospheric Sciences, 67(8), 2658-2678, (2010-08)

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A simple modeling framework for prediction in the human glucose–insulin system

• Authors : Sirlanci, Melike; Levine, Matthew E.; Low Wang, Cecilia C.

Subjects: Applied Mathematics; General Physics and Astronomy; Mathematical Physics

• Source: Chaos: An Interdisciplinary Journal of Nonlinear Science, 33(7), 073150, (2023-07)

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Stochastic Gradient/Mirror Descent: Minimax Optimality and Implicit Regularization

• Authors : Azizan, Navid; Hassibi, Babak

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Self-Organization of Atmospheric Macroturbulence into Critical States of Weak Nonlinear Eddy–Eddy Interactions

• Authors : Schneider, Tapio; Walker, Christopher C.

• Source: Journal of the Atmospheric Sciences, 63(6), 1569-1586, (2006-06)

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Kernel learning for robust dynamic mode decomposition: linear and nonlinear disambiguation optimization

• Authors : Baddoo, Peter J.; Herrmann, Benjamin; McKeon, Beverley J.

Subjects: machine learning; kernel methods; modal decomposition

• Source: Proceedings of the Royal Society A: Mathematical, physical, and engineering sciences, 478(2260), Art. No. 2021.0830, (2022-04)

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Closing the loop: nonlinear Taylor vortex flow through the lens of resolvent analysis

• Authors : Barthel, Benedikt; Zhu, Xiaojue; McKeon, Beverley J.

Subjects: Taylor–Couette flow; nonlinear instability; low-dimensional models

• Source: Journal of Fluid Mechanics, 924, Art. No. A9, (2021-10-10)

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Weakly nonlinear modelling of a forced turbulent axisymmetric wake

• Authors : Rigas, Georgios; Morgans, Aimee S.; Morrison, Jonathan F.

Subjects: low-dimensional models; parametric instability; wakes/jets

• Source: Journal of Fluid Mechanics, 814, 570-591, (2017-03)

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SIRS epidemics on complex networks: Concurrence of exact Markov chain and approximated models

• Authors : Azizan Ruhi, Navid; Hassibi, Babak

• Source: 54th IEEE Conference on Decision and Control (CDC), Osaka, Japan, 15-18 December 2015

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Inference in Econometric Models with Structural Change

• Authors : Andrews, Donald W. K.

Subjects: Chow Test; Dynamic Model; Econometric Model

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