Alexis Bellot

Alexis Bellot

University of Cambridge

H-index: 14

Europe-United Kingdom

About Alexis Bellot

Alexis Bellot, With an exceptional h-index of 14 and a recent h-index of 14 (since 2020), a distinguished researcher at University of Cambridge, specializes in the field of Causality, Machine Learning, Healthcare.

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

Generating a model of a target environment based on interactions of an agent with source environments

Scores for learning discrete causal graphs with unobserved confounders

Transportability for Bandits with Data from Different Environments

Linear Deconfounded Score Method: Scoring DAGs With Dense Unobserved Confounding

Towards Bounding Causal Effects under Markov Equivalence

Functional causal bayesian optimization

Continual causality: A retrospective of the inaugural aaai-23 bridge program

Partial transportability for domain generalization

Alexis Bellot Information

University

Position

___

Citations(all)

490

Citations(since 2020)

485

Cited By

85

hIndex(all)

14

hIndex(since 2020)

14

i10Index(all)

15

i10Index(since 2020)

15

Email

University Profile Page

Google Scholar

Alexis Bellot Skills & Research Interests

Causality

Machine Learning

Healthcare

Top articles of Alexis Bellot

Generating a model of a target environment based on interactions of an agent with source environments

2024/4/18

Scores for learning discrete causal graphs with unobserved confounders

2023

Transportability for Bandits with Data from Different Environments

NeurIPS 2023

2024/2/13

Alexis Bellot
Alexis Bellot

H-Index: 6

Alan Malek
Alan Malek

H-Index: 9

Linear Deconfounded Score Method: Scoring DAGs With Dense Unobserved Confounding

IEEE Transactions on Neural Networks and Learning Systems

2024/1/29

Alexis Bellot
Alexis Bellot

H-Index: 6

Mihaela Van Der Schaar
Mihaela Van Der Schaar

H-Index: 42

Towards Bounding Causal Effects under Markov Equivalence

arXiv preprint arXiv:2311.07259

2023/11/13

Alexis Bellot
Alexis Bellot

H-Index: 6

Functional causal bayesian optimization

2023/7/2

Alexis Bellot
Alexis Bellot

H-Index: 6

Continual causality: A retrospective of the inaugural aaai-23 bridge program

2023/6/4

Partial transportability for domain generalization

2022/9/29

Alexis Bellot
Alexis Bellot

H-Index: 6

Elias Bareinboim
Elias Bareinboim

H-Index: 20

Continuous-time modeling of counterfactual outcomes using neural controlled differential equations

ICML 2022

2022/6/16

Generalization bounds and algorithms for estimating conditional average treatment effect of dosage

arXiv preprint arXiv:2205.14692

2022/5/29

Alexis Bellot
Alexis Bellot

H-Index: 6

Miracle: Causally-aware imputation via learning missing data mechanisms

NeurIPS 2021

2021/12/6

Neural graphical modelling in continuous-time: consistency guarantees and algorithms

ICLR 2022

2021/5/6

Alexis Bellot
Alexis Bellot

H-Index: 6

Mihaela Van Der Schaar
Mihaela Van Der Schaar

H-Index: 42

Hypothesis testing and causal inference with heterogeneous medical data

2021/5/6

Alexis Bellot
Alexis Bellot

H-Index: 6

Logistic regression and machine learning predicted patient mortality from large sets of diagnosis codes comparably

Journal of Clinical Epidemiology

2021/5/1

Alexis Bellot
Alexis Bellot

H-Index: 6

Policy Analysis using Synthetic Controls in Continuous-Time

ICML 2021

2021/2/2

Alexis Bellot
Alexis Bellot

H-Index: 6

Mihaela Van Der Schaar
Mihaela Van Der Schaar

H-Index: 42

Application of Kernel Hypothesis Testing on Set-valued Data

UAI 2021

2021

Alexis Bellot
Alexis Bellot

H-Index: 6

Mihaela Van Der Schaar
Mihaela Van Der Schaar

H-Index: 42

Predicting the risk of inpatient hypoglycemia with machine learning using electronic health records

Diabetes care

2020/7/1

Learning overlapping representations for the estimation of individualized treatment effects

2020/6/3

Yao Zhang
Yao Zhang

H-Index: 14

Alexis Bellot
Alexis Bellot

H-Index: 6

Learning dynamic and personalized comorbidity networks from event data using deep diffusion processes

2020/6/3

Ahmed Alaa
Ahmed Alaa

H-Index: 0

Alexis Bellot
Alexis Bellot

H-Index: 6

Flexible modelling of longitudinal medical data: A Bayesian nonparametric approach

ACM Transactions on Computing for Healthcare

2020/3/2

Alexis Bellot
Alexis Bellot

H-Index: 6

Mihaela Van Der Schaar
Mihaela Van Der Schaar

H-Index: 42

See List of Professors in Alexis Bellot University(University of Cambridge)

Co-Authors

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