Georgi Ganev

Georgi Ganev

University College London

H-index: 2

Europe-United Kingdom

About Georgi Ganev

Georgi Ganev, With an exceptional h-index of 2 and a recent h-index of 2 (since 2020), a distinguished researcher at University College London, specializes in the field of Machine Learning, Synthetic Data, Privacy.

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

On the Inadequacy of Similarity-based Privacy Metrics: Reconstruction Attacks against" Truly Anonymous Synthetic Data''

On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise

When Synthetic Data Met Regulation

Understanding how Differentially Private Generative Models Spend their Privacy Budget

Synthetic Data Generation of Many-to-Many Datasets via Random Graph Generation

dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation

Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data

On Utility and Privacy in Synthetic Genomic Data

Georgi Ganev Information

University

Position

___

Citations(all)

46

Citations(since 2020)

46

Cited By

0

hIndex(all)

2

hIndex(since 2020)

2

i10Index(all)

1

i10Index(since 2020)

1

Email

University Profile Page

Google Scholar

Georgi Ganev Skills & Research Interests

Machine Learning

Synthetic Data

Privacy

Top articles of Georgi Ganev

On the Inadequacy of Similarity-based Privacy Metrics: Reconstruction Attacks against" Truly Anonymous Synthetic Data''

arXiv preprint arXiv:2312.05114

2023/12/8

Georgi Ganev
Georgi Ganev

H-Index: 0

Emiliano De Cristofaro
Emiliano De Cristofaro

H-Index: 38

On the Challenges of Deploying Privacy-Preserving Synthetic Data in the Enterprise

2023/7/9

Will O'Brien
Will O'Brien

H-Index: 3

Georgi Ganev
Georgi Ganev

H-Index: 0

When Synthetic Data Met Regulation

2023/7/1

Georgi Ganev
Georgi Ganev

H-Index: 0

Understanding how Differentially Private Generative Models Spend their Privacy Budget

arXiv preprint arXiv:2305.10994

2023/5/18

Synthetic Data Generation of Many-to-Many Datasets via Random Graph Generation

2022/9/29

dpart: Differentially Private Autoregressive Tabular, a General Framework for Synthetic Data Generation

2022/7/12

Kai Xu
Kai Xu

H-Index: 33

Georgi Ganev
Georgi Ganev

H-Index: 0

Robin Hood and Matthew Effects: Differential Privacy Has Disparate Impact on Synthetic Data

2022/6/28

Georgi Ganev
Georgi Ganev

H-Index: 0

Emiliano De Cristofaro
Emiliano De Cristofaro

H-Index: 38

On Utility and Privacy in Synthetic Genomic Data

Proceedings 2022 Network and Distributed System Security Symposium

2022/4/24

Georgi Ganev
Georgi Ganev

H-Index: 0

Emiliano De Cristofaro
Emiliano De Cristofaro

H-Index: 38

DP-SGD vs PATE: Which Has Less Disparate Impact on GANs?

arXiv preprint arXiv:2106.12576

2021/6/22

See List of Professors in Georgi Ganev University(University College London)