John A. Lee

John A. Lee

Université Catholique de Louvain

H-index: 48

Europe-Belgium

About John A. Lee

John A. Lee, With an exceptional h-index of 48 and a recent h-index of 32 (since 2020), a distinguished researcher at Université Catholique de Louvain, specializes in the field of Medical Imaging, Machine Learning, Radiation Oncology, Artificial Intelligence.

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

Beamlet‐free optimization for Monte‐Carlo‐based treatment planning in proton therapy

DIVE-ART: A tool to guide clinicians towards dosimetrically informed volume editions of automatically segmented volumes in adaptive radiation therapy

Natively Interpretable t-SNE

Patient selection for proton therapy using Normal Tissue Complication Probability with deep learning dose prediction for oropharyngeal cancer

On the number of latent representations in deep neural networks for tabular data

Accelerating proton arc therapy delivery through dosimetry-guided energy layer filtering

Comparison of Ethos template-based planning and AI-based dose prediction: General performance, patient optimality, and limitations

Semi-supervised t-SNE with multi-scale neighborhood preservation

John A. Lee Information

University

Position

Professor FNRS Senior Research Associate

Citations(all)

12719

Citations(since 2020)

4835

Cited By

10106

hIndex(all)

48

hIndex(since 2020)

32

i10Index(all)

125

i10Index(since 2020)

81

Email

University Profile Page

Université Catholique de Louvain

Google Scholar

View Google Scholar Profile

John A. Lee Skills & Research Interests

Medical Imaging

Machine Learning

Radiation Oncology

Artificial Intelligence

Top articles of John A. Lee

Title

Journal

Author(s)

Publication Date

Beamlet‐free optimization for Monte‐Carlo‐based treatment planning in proton therapy

Medical Physics

Danah Pross

Sophie Wuyckens

Sylvain Deffet

Edmond Sterpin

John A Lee

...

2024/1

DIVE-ART: A tool to guide clinicians towards dosimetrically informed volume editions of automatically segmented volumes in adaptive radiation therapy

Radiotherapy and Oncology

Benjamin Roberfroid

John A Lee

Xavier Geets

Edmond Sterpin

Ana M Barragán-Montero

2024/3/1

Natively Interpretable t-SNE

Proceedings of AIMLAI workshop

Edouard Couplet

Pierre Lambert

Michel Verleysen

Dounia Mulders

John Aldo Lee

...

2023

Patient selection for proton therapy using Normal Tissue Complication Probability with deep learning dose prediction for oropharyngeal cancer

Medical Physics

Margerie Huet‐Dastarac

Steven Michiels

Sara Teruel Rivas

Hamdiye Ozan

Edmond Sterpin

...

2023/10

On the number of latent representations in deep neural networks for tabular data

ESANN proceedings

Edouard Couplet

Pierre Lambert

Michel Verleysen

John A Lee

Cyril De Bodt

2023

Accelerating proton arc therapy delivery through dosimetry-guided energy layer filtering

arXiv preprint arXiv:2309.08507

Sophie Wuyckens

Viktor Wase

Otte Marthin

Johan Sundström

Guillaume Janssens

...

2023/9/15

Comparison of Ethos template-based planning and AI-based dose prediction: General performance, patient optimality, and limitations

Physica Medica

Benjamin Roberfroid

Ana M Barragán-Montero

David Dechambre

Edmond Sterpin

John A Lee

...

2023/12/1

Semi-supervised t-SNE with multi-scale neighborhood preservation

Neurocomputing

Walter Serna-Serna

Cyril De Bodt

Andres M Alvarez-Meza

John A Lee

Michel Verleysen

...

2023/9/14

A framework for quantifiable local and global structure preservation in single-cell dimensionality reduction

bioRxiv

David Novak

Cyril de Bodt

Pierre Lambert

John A Lee

Sofie Van Gassen

...

2023/11/23

OpenTPS--Open-source treatment planning system for research in proton therapy

arXiv preprint arXiv:2303.00365

Sophie Wuyckens

Damien Dasnoy

Guillaume Janssens

Valentin Hamaide

Margerie Huet

...

2023/3/1

Can input reconstruction be used to directly estimate uncertainty of a regression U-Net model?--Application to proton therapy dose prediction for head and neck cancer patients

arXiv preprint arXiv:2310.19686

Margerie Huet-Dastarac

Dan Nguyen

Steve Jiang

John Lee

Ana Barragan Montero

2023/10/30

Nesterov momentum and gradient normalization to improve t-SNE convergence and neighborhood preservation, without early exaggeration

ESANN proceedings

Pierre Lambert

John A Lee

Edouard Couplet

Cyril De Bodt

2023

A spot‐specific range uncertainty framework for robust optimization of proton therapy treatments

Medical Physics

Marie Cohilis

Kevin Souris

Gregory Buti

Chih‐Wei Chang

Liyong Lin

...

2023/10

Towards a safe and efficient clinical implementation of machine learning in radiation oncology by exploring model interpretability, explainability and data-model dependency

Ana Barragán-Montero

Adrien Bibal

Margerie Huet Dastarac

Camille Draguet

Gilmer Valdés

...

2022/5/27

Development and validation of an automatic commissioning tool for the Monte Carlo dose engine in myQA iON

Physica Medica

Marie Cohilis

L Hong

G Janssens

S Rossomme

Edmond Sterpin

...

2022/3/1

Bi-criteria Pareto optimization to balance irradiation time and dosimetric objectives in proton arc therapy

Physics in Medicine & Biology

Sophie Wuyckens

Lewei Zhao

Michael Saint-Guillain

Guillaume Janssens

Edmond Sterpin

...

2022/12/13

Deep learning to detect bacterial colonies for the production of vaccines

Neurocomputing

Thomas Beznik

Paul Smyth

Gaël de Lannoy

John A Lee

2022/1/22

Automated clinical decision support system with deep learning dose prediction and NTCP models to evaluate treatment complications in patients with esophageal cancer

Radiotherapy and Oncology

Camille Draguet

Ana M Barragán-Montero

Macarena Chocan Vera

Melissa Thomas

Pieter Populaire

...

2022/11/1

Proximities in dimensionality reduction

John Aldo Lee

Cyril de Bodt

Ludovic Journaux

Lucile Sautot

2022/1/18

SQuadMDS: A lean Stochastic Quartet MDS improving global structure preservation in neighbor embedding like t-SNE and UMAP

Neurocomputing

Pierre Lambert

Cyril de Bodt

Michel Verleysen

John A Lee

2022/9/7

See List of Professors in John A. Lee University(Université Catholique de Louvain)

Co-Authors

H-index: 91
Daniel Keim

Daniel Keim

Universität Konstanz

H-index: 76
Habib Zaidi, FIEEE, FAIMBE, FAAPM, FIOMP, FAAIA, FBIR

Habib Zaidi, FIEEE, FAIMBE, FAAPM, FIOMP, FAAIA, FBIR

Université de Genève

H-index: 67
Daniel Weiskopf

Daniel Weiskopf

Universität Stuttgart

H-index: 62
Michel Verleysen

Michel Verleysen

Université Catholique de Louvain

H-index: 60
Benoit Macq

Benoit Macq

Université Catholique de Louvain

H-index: 47
Amaury Lendasse

Amaury Lendasse

University of Houston

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