Subhro Ghosh

About Subhro Ghosh

Subhro Ghosh, With an exceptional h-index of 14 and a recent h-index of 13 (since 2020), a distinguished researcher at National University of Singapore, specializes in the field of Stochastics, Statistical Physics, Math of Data.

His recent articles reflect a diverse array of research interests and contributions to the field:

Learning Networks from Gaussian Graphical Models and Gaussian Free Fields

Implicit Regularization via Spectral Neural Networks and Non-linear Matrix Sensing

Approximate Gibbsian structure in strongly correlated point fields and generalized Gaussian zero ensembles

Minimax-optimal estimation for sparse multi-reference alignment with collision-free signals

Sparse multi-reference alignment: Phase retrieval, uniform uncertainty principles and the beltway problem

Maximum Likelihood Estimation Under Constraints: Singularities and Random Critical Points

Dictionary Learning under Symmetries via Group Representations

Learning with latent group sparsity via heat flow dynamics on networks

Subhro Ghosh Information

University

Position

___

Citations(all)

590

Citations(since 2020)

432

Cited By

345

hIndex(all)

14

hIndex(since 2020)

13

i10Index(all)

18

i10Index(since 2020)

14

Email

University Profile Page

Google Scholar

Subhro Ghosh Skills & Research Interests

Stochastics

Statistical Physics

Math of Data

Top articles of Subhro Ghosh

Learning Networks from Gaussian Graphical Models and Gaussian Free Fields

Journal of Statistical Physics

2024/4/1

Subhro Ghosh
Subhro Ghosh

H-Index: 10

Implicit Regularization via Spectral Neural Networks and Non-linear Matrix Sensing

arXiv preprint arXiv:2402.17595

2024/2/27

Subhro Ghosh
Subhro Ghosh

H-Index: 10

Approximate Gibbsian structure in strongly correlated point fields and generalized Gaussian zero ensembles

Communications on Pure and Applied Mathematics

2023/12/21

Minimax-optimal estimation for sparse multi-reference alignment with collision-free signals

arXiv preprint arXiv:2312.07839

2023/12/13

Subhro Ghosh
Subhro Ghosh

H-Index: 10

Sparse multi-reference alignment: Phase retrieval, uniform uncertainty principles and the beltway problem

Foundations of Computational Mathematics

2023/10

Maximum Likelihood Estimation Under Constraints: Singularities and Random Critical Points

IEEE Transactions on Information Theory

2023/9/22

Dictionary Learning under Symmetries via Group Representations

arXiv preprint arXiv:2305.19557

2023/5/31

Learning with latent group sparsity via heat flow dynamics on networks

arXiv preprint arXiv:2201.08326

2022/1/20

Disordered complex networks: energy optimal lattices and persistent homology

IEEE Transactions on Information Theory

2022/4/7

Generative principal component analysis

arXiv preprint arXiv:2203.09693

2022/3/18

Signal analysis via the stochastic geometry of spectrogram level sets

IEEE Transactions on Signal Processing

2022/2/23

Determinantal point processes based on orthogonal polynomials for sampling minibatches in SGD

Advances in Neural Information Processing Systems

2021/12/6

Towards sample-optimal compressive phase retrieval with sparse and generative priors

Advances in Neural Information Processing Systems

2021/12/6

Robust 1-bit compressive sensing with partial Gaussian circulant matrices and generative priors

2021/10/17

Fluctuation and entropy in spectrally constrained random fields

Communications in Mathematical Physics

2021/9

Quantitative Marcinkiewicz's theorem and central limit theorems: applications to spin systems and point processes

arXiv preprint arXiv:2107.08469

2021/7/18

Rigidity hierarchy in random point fields: random polynomials and determinantal processes

Communications in Mathematical Physics

2021

Subhro Ghosh
Subhro Ghosh

H-Index: 10

Transmission and navigation on disordered lattice networks, directed spanning forests and Brownian web

Journal of Statistical Physics

2020/9

Learning from DPPs via Sampling: Beyond HKPV and symmetry

arXiv preprint arXiv:2007.04287

2020/7/8

Gaussian determinantal processes: A new model for directionality in data

Proceedings of the National Academy of Sciences

2020/5/28

See List of Professors in Subhro Ghosh University(National University of Singapore)

Co-Authors

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