Mert Gürbüzbalaban

Publications

665

Citations

H-Index

2011

Active since

Affiliations

Rutgers Sexual and Reproductive Health and Rights(Current)

Massachusetts Institute of Technology

Rutgers, The State University of New Jersey

Florida State University

Chinese University of Hong Kong

Mert Gürbüzbalaban is an author at Rutgers Sexual and Reproductive Health and Rights specializing in engineering, computer science, and stochastic optimization.

ORCID

Top concepts

EngineeringComputer ScienceStochastic OptimizationApproximation TheoryMachine LearningInverse ProblemsNumerical AnalysisConvex OptimizationMathematical ProgrammingProbability

Publications per year

2011–2022

Publications

Why random reshuffling beats stochastic gradient descent

Mert Gürbüzbalaban, Asuman Ozdaglar, Pablo A. Parrilo · Mathematical Programming · 2019 · 108 citations · Full text

Probability Theory, Engineering, Stochastic Dynamical System +1

A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural\n Networks

Umut Şimşekli, Levent Sagun, Mert Gürbüzbalaban · arXiv (Cornell University) · 2019 · 69 citations · Full text

Fast Approximation of the $H_\infty$ Norm via Optimization over Spectral Value Sets

Nicola Guglielmi, Mert Gürbüzbalaban, Michael L. Overton · SIAM Journal on Matrix Analysis and Applications · 2013 · 53 citations

Numerical Analysis, Spectral Theory, Engineering +16

A globally convergent incremental Newton method

Mert Gürbüzbalaban, Asuman Ozdaglar, Pablo A. Parrilo · Mathematical Programming · 2015 · 38 citations · Full text

Numerical Analysis, Numerical Computation, Engineering +5

The Heavy-Tail Phenomenon in SGD

Mert Gürbüzbalaban, Umut Şimşekli, Lingjiong Zhu · arXiv (Cornell University) · 2020 · 38 citations · Full text

Engineering, Machine Learning, Data Science +13

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