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Researcher
Robin Vandaele
Profile
Projects
Publications
Activities
Awards & Distinctions
12
Results
2024
Incorporating topological priors into low-dimensional visualizations through topological regularization
Edith Heiter
Robin Vandaele
Tijl De Bie
Yvan Saeys
Jefrey Lijffijt
A1
Journal Article
in
IEEE ACCESS
2024
2023
Topological data analysis of thoracic radiographic images shows improved radiomics-based lung tumor histology prediction
Robin Vandaele
Pritam Mukherjee
Heather Marie Selby
Rajesh Pravin Shah
Olivier Gevaert
A2
Journal Article
in
PATTERNS
2023
Topologically regularized data embeddings
Edith Heiter
Robin Vandaele
Tijl De Bie
Yvan Saeys
Jefrey Lijffijt
Preprint
2023
2022
The curse revisited : when are distances informative for the ground truth in noisy high-dimensional data?
Robin Vandaele
Bo Kang
Tijl De Bie
Yvan Saeys
P1
Conference
2022
Topologically regularized data embeddings
Robin Vandaele
Bo Kang
Jefrey Lijffijt
Tijl De Bie
Yvan Saeys
C1
Conference
2022
2021
Graph approximations to geodesics on metric graphs
Robin Vandaele
Yvan Saeys
Tijl De Bie
P1
Conference
2021
Stable topological signatures for metric trees through graph approximations
Robin Vandaele
Bastian Rieck
Yvan Saeys
Tijl De Bie
A1
Journal Article
in
PATTERN RECOGNITION LETTERS
2021
2020
Mining topological structure in graphs through forest representations
Robin Vandaele
Yvan Saeys
Tijl De Bie
A1
Journal Article
in
JOURNAL OF MACHINE LEARNING RESEARCH
2020
Topological image modification for object detection and topological image processing of skin lesions
Robin Vandaele
Guillaume Adrien Nervo
Olivier Gevaert
A1
Journal Article
in
SCIENTIFIC REPORTS
2020
Topological inference in graphs and images
Robin Vandaele
Tijl De Bie
Yvan Saeys
Dissertation
2020
2019
Local topological data analysis to uncover the global structure of data approaching graph-structured topologies
Robin Vandaele
Tijl De Bie
Yvan Saeys
C1
Conference
2019
The boundary coefficient : a vertex measure for visualizing and finding structure in weighted graphs
Robin Vandaele
Yvan Saeys
Tijl De Bie
C1
Conference
2019