Roman Vershynin

Roman Vershynin

University of California, Irvine

H-index: 52

North America-United States

About Roman Vershynin

Roman Vershynin, With an exceptional h-index of 52 and a recent h-index of 39 (since 2020), a distinguished researcher at University of California, Irvine, specializes in the field of Probability, Data Science.

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

Metric geometry of the privacy-utility tradeoff

Private measures, random walks, and synthetic data

Online Differentially Private Synthetic Data Generation

Hamiltonicity of Sparse Pseudorandom Graphs

Covariance’s loss is privacy’s gain: Computationally efficient, private and accurate synthetic data

PrivStream: An Algorithm for Streaming Differentially Private Data

Are most Boolean functions determined by low frequencies?

An algorithm for streaming differentially private data

Roman Vershynin Information

University

Position

Professor of Mathematics

Citations(all)

20704

Citations(since 2020)

10649

Cited By

14758

hIndex(all)

52

hIndex(since 2020)

39

i10Index(all)

86

i10Index(since 2020)

71

Email

University Profile Page

Google Scholar

Roman Vershynin Skills & Research Interests

Probability

Data Science

Top articles of Roman Vershynin

Metric geometry of the privacy-utility tradeoff

arXiv preprint arXiv:2405.00329

2024/5/1

Roman Vershynin
Roman Vershynin

H-Index: 39

Private measures, random walks, and synthetic data

Probability Theory and Related Fields

2024/4/20

Roman Vershynin
Roman Vershynin

H-Index: 39

Online Differentially Private Synthetic Data Generation

arXiv preprint arXiv:2402.08012

2024/2/12

Roman Vershynin
Roman Vershynin

H-Index: 39

Yizhe Zhu
Yizhe Zhu

H-Index: 9

Hamiltonicity of Sparse Pseudorandom Graphs

arXiv preprint arXiv:2402.06177

2024/2/9

Covariance’s loss is privacy’s gain: Computationally efficient, private and accurate synthetic data

Foundations of Computational Mathematics

2024/2

Roman Vershynin
Roman Vershynin

H-Index: 39

PrivStream: An Algorithm for Streaming Differentially Private Data

arXiv preprint arXiv:2401.14577

2024/1/26

Girish Kumar
Girish Kumar

H-Index: 0

Roman Vershynin
Roman Vershynin

H-Index: 39

Are most Boolean functions determined by low frequencies?

arXiv preprint arXiv:2401.13143

2024/1/23

Roman Vershynin
Roman Vershynin

H-Index: 39

An algorithm for streaming differentially private data

arXiv preprint arXiv:2401.14577

2024

Girish Kumar
Girish Kumar

H-Index: 0

Roman Vershynin
Roman Vershynin

H-Index: 39

Covering the hypercube, the uncertainty principle, and an interpolation formula

arXiv preprint arXiv:2310.13277

2023/10/20

Paata Ivanisvili
Paata Ivanisvili

H-Index: 8

Roman Vershynin
Roman Vershynin

H-Index: 39

Differentially Private Low-dimensional Synthetic Data from High-dimensional Datasets

2023/10/13

Roman Vershynin
Roman Vershynin

H-Index: 39

Yizhe Zhu
Yizhe Zhu

H-Index: 9

Algorithmically effective differentially private synthetic data

2023

Roman Vershynin
Roman Vershynin

H-Index: 39

Yizhe Zhu
Yizhe Zhu

H-Index: 9

The quarks of attention: Structure and capacity of neural attention building blocks

Artificial Intelligence

2023/6/1

Pierre Baldi
Pierre Baldi

H-Index: 75

Roman Vershynin
Roman Vershynin

H-Index: 39

Differentially private low-dimensional representation of high-dimensional data

arXiv preprint arXiv:2305.17148

2023/5/26

Roman Vershynin
Roman Vershynin

H-Index: 39

Yizhe Zhu
Yizhe Zhu

H-Index: 9

AVIDA: An alternating method for visualizing and integrating data

Journal of Computational Science

2023/4/1

Covariance loss, Szemeredi regularity, and differential privacy

arXiv preprint arXiv:2301.02705

2023/1/6

Roman Vershynin
Roman Vershynin

H-Index: 39

Online stochastic gradient descent with arbitrary initialization solves non-smooth, non-convex phase retrieval

Journal of Machine Learning Research

2023

Yan Shuo Tan
Yan Shuo Tan

H-Index: 5

Roman Vershynin
Roman Vershynin

H-Index: 39

Privacy of synthetic data: A statistical framework

IEEE Transactions on information theory

2022/10/25

Roman Vershynin
Roman Vershynin

H-Index: 39

Foundations of Attention Mechanisms in Deep Neural Network Architectures

2022/10/21

Pierre Baldi
Pierre Baldi

H-Index: 75

Roman Vershynin
Roman Vershynin

H-Index: 39

The quarks of attention

arXiv preprint arXiv:2202.08371

2022/2/15

Pierre Baldi
Pierre Baldi

H-Index: 75

Roman Vershynin
Roman Vershynin

H-Index: 39

Private sampling: a noiseless approach for generating differentially private synthetic data

SIAM Journal on Mathematics of Data Science

2022

Roman Vershynin
Roman Vershynin

H-Index: 39

See List of Professors in Roman Vershynin University(University of California, Irvine)

Co-Authors

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