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Robin Vandaele
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Year
Topological image modification for object detection and topological image processing of skin lesions
R Vandaele, GA Nervo, O Gevaert
Scientific Reports 10 (1), 21061, 2020
122020
Local topological data analysis to uncover the global structure of data approaching graph-structured topologies
R Vandaele, T De Bie, Y Saeys
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2019
72019
Stable topological signatures for metric trees through graph approximations
R Vandaele, B Rieck, Y Saeys, T De Bie
Pattern Recognition Letters 147, 85-92, 2021
52021
Mining topological structure in graphs through forest representations
R Vandaele, Y Saeys, T De Bie
The Journal of Machine Learning Research 21 (1), 8850-8917, 2020
52020
The boundary coefficient: a vertex measure for visualizing and finding structure in weighted graphs
R Vandaele, Y Saeys, T De Bie
15th International Workshop on Mining and Learning with Graphs (MLG), 2019
32019
Graph approximations to geodesics on metric graphs
R Vandaele, Y Saeys, T De Bie
2020 25th International Conference on Pattern Recognition (ICPR), 7328-7334, 2021
22021
Topological Inference in Graphs and Images
R Vandaele
Ghent University, 2020
2*2020
The Curse Revisited: a Newly Quantified Concept of Meaningful Distances for Learning from High-Dimensional Noisy Data
R Vandaele, B Kang, T De Bie, Y Saeys
CoRR, 2021
12021
Topologically Regularized Data Embeddings
E Heiter, R Vandaele, T De Bie, Y Saeys, J Lijffijt
arXiv preprint arXiv:2301.03338, 2023
2023
Topological data analysis of thoracic radiographic images shows improved radiomics-based lung tumor histology prediction
R Vandaele, P Mukherjee, HM Selby, RP Shah, O Gevaert
Patterns, 100657, 2022
2022
The Curse Revisited: When are Distances Informative for the Ground Truth in Noisy High-Dimensional Data?
R Vandaele, B Kang, T De Bie, Y Saeys
International Conference on Artificial Intelligence and Statistics, 2158-2172, 2022
2022
Topologically Regularized Data Embeddings
R Vandaele, B Kang, J Lijffijt, T De Bie, Y Saeys
arXiv preprint arXiv:2110.09193, 2021
2021
Reverse mathematics of the Browder-Göhde-Kirk fixed point theorem
R Vandaele
Ghent University, 2016
2016
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Articles 1–13