Soumya Banerjee

Soumya Banerjee

University of Cambridge

H-index: 21

Europe-United Kingdom

About Soumya Banerjee

Soumya Banerjee, With an exceptional h-index of 21 and a recent h-index of 14 (since 2020), a distinguished researcher at University of Cambridge, specializes in the field of Explainable Artificial Intelligence, Complex adaptive systems, Mathematical immunology, Trustworthy AI.

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

Neural networks for abstraction and reasoning: Towards broad generalization in machines

Generating complex explanations for artificial intelligence models: an application to clinical data on severe mental illness

Intelligence in animals, humans and machines: a heliocentric view of intelligence?

Enhancing patient stratification and interpretability through class-contrastive and feature attribution techniques

Beauty of Life in Dynamical Systems: Philosophical Musings and Resources for Students

Generating complex explanations from machine learning models using class-contrastive reasoning

dsSurvival: Privacy preserving survival models for federated individual patient meta-analysis in DataSHIELD

Patient and public involvement to build trust in artificial intelligence: a framework, tools and case studies

Soumya Banerjee Information

University

Position

Researcher

Citations(all)

1193

Citations(since 2020)

819

Cited By

686

hIndex(all)

21

hIndex(since 2020)

14

i10Index(all)

23

i10Index(since 2020)

17

Email

University Profile Page

University of Cambridge

Google Scholar

View Google Scholar Profile

Soumya Banerjee Skills & Research Interests

Explainable Artificial Intelligence

Complex adaptive systems

Mathematical immunology

Trustworthy AI

Top articles of Soumya Banerjee

Title

Journal

Author(s)

Publication Date

Neural networks for abstraction and reasoning: Towards broad generalization in machines

https://arxiv.org/abs/2402.03507

Mikel Bober-Irizar

Soumya Banerjee

2024/2

Generating complex explanations for artificial intelligence models: an application to clinical data on severe mental illness

https://www.medrxiv.org/content/10.1101/2024.01.09.24300944v1

Soumya Banerjee

2024/1

Intelligence in animals, humans and machines: a heliocentric view of intelligence?

Ai & Society

Halfdan Holm

Soumya Banerjee

2024/4

Enhancing patient stratification and interpretability through class-contrastive and feature attribution techniques

medRxiv

Sharday Olowu

Neil Lawrence

Soumya Banerjee

2024

Beauty of Life in Dynamical Systems: Philosophical Musings and Resources for Students

Journal of Humanistic Mathematics

Soumya Banerjee

Joyeeta Ghose

Tarakeswar Banerjee

Kalyani Banerjee

2023

Generating complex explanations from machine learning models using class-contrastive reasoning

medRxiv

Yujia Yang

Soumya Banerjee

2023

dsSurvival: Privacy preserving survival models for federated individual patient meta-analysis in DataSHIELD

BMC Research Notes

Soumya Banerjee

Ghislain Sofack

Thodoris Papakonstantinou

Demetris Avraam

Paul Burton

...

2022/6

Patient and public involvement to build trust in artificial intelligence: a framework, tools and case studies

Soumya Banerjee

Phil Alsop

Linda Jones

Rudolf Cardinal

2022/3/29

Ramanujan cab numbers: a recreational mathematics activity

Journal of Humanistic Mathematics

Soumya Banerjee

2022

Software Application Profile: ShinyDataSHIELD—an R Shiny application to perform federated non-disclosive data analysis in multicohort studies

International Journal of Epidemiology

Xavier Escribà-Montagut

Yannick Marcon

Demetris Avraam

Soumya Banerjee

Tom RP Bishop

...

2022/10/27

dsSynthetic: Synthetic data generation for the DataSHIELD federated analysis system

BMC Research Notes

Soumya Banerjee

Tom Bishop

2022/6

Deconvolution of monocyte responses in inflammatory bowel disease reveals an IL-1 cytokine network that regulates IL-23 in genetic and acquired IL-10 resistance

Gut

Dominik Aschenbrenner

Maria Quaranta

Soumya Banerjee

Nicholas Ilott

Joanneke Jansen

...

2021/1/10

A class-contrastive human-interpretable machine learning approach to predict mortality in severe mental illness

NPJ Schizophrenia

Soumya Banerjee

Pietro Lio

Jones Peter

Rudolf Cardinal

2021/12

Simulating a community mental health service during the COVID-19 pandemic: effects of clinician–clinician encounters, clinician–patient–family encounters, symptom-triggered …

Frontiers in Psychiatry

Rudolf N Cardinal

Caroline E Meiser-Stedman

David M Christmas

Annabel C Price

Chess Denman

...

2021/2/25

Optogenetic Tuning Reveals Rho Amplification-Dependent Dynamics of a Cell Contraction Signal Network

Cell reports

Dominic Kamps

Johannes Koch

Victor O Juma

Eduard Campillo-Funollet

Melanie Graessl

...

2020/12/1

The early impact of COVID-19 on mental health and community physical health services and their patients’ mortality in Cambridgeshire and Peterborough, UK

Rudolf Cardinal

Shanquan Chen

Peter Jones

Benjamin Underwood

Anna Moore Winter

...

2020

Hydroxychloroquine: balancing the needs of LMICs during the COVID-19 pandemic

The Lancet Rheumatology

Soumya Banerjee

2020/5/27

A framework for designing compassionate and ethical artificial intelligence and artificial consciousness

Interdisciplinary Description of Complex Systems: INDECS

Soumya Banerjee

2020/5/15

See List of Professors in Soumya Banerjee University(University of Cambridge)

Co-Authors

H-index: 126
Clary Clish

Clary Clish

Harvard University

H-index: 47
Eamonn A Gaffney

Eamonn A Gaffney

University of Oxford

H-index: 38
Piotr Sliz, PhD

Piotr Sliz, PhD

Harvard University

H-index: 15
Xi Chen

Xi Chen

Princeton University

H-index: 10
Fu Li

Fu Li

University of Pennsylvania

H-index: 7
Anna Moore

Anna Moore

University of Cambridge

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