Academic Bibliography

Search 200 years of publications by Ghent University researchers.

dr. Robin Vandaele

ORCID iD: 0000-0001-8484-3002

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Topologically regularized data embeddings

Robin Vandaele (UGent) , Bo Kang (UGent) , Jefrey Lijffijt (UGent) , Tijl De Bie (UGent) and Yvan Saeys (UGent)

(2022) International Conference on Learning Representations (ICLR 2022), Proceedings.
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- Conference Paper
- P1
- open access
The curse revisited : when are distances informative for the ground truth in noisy high-dimensional data?

Robin Vandaele (UGent) , Bo Kang (UGent) , Tijl De Bie (UGent) and Yvan Saeys (UGent)

(2022) International Conference on Artificial Intelligence and Statistics, vol 151. In Proceedings of Machine Learning Research 151.
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- Journal Article
- A1
- open access
Stable topological signatures for metric trees through graph approximations

Robin Vandaele (UGent) , Bastian Rieck, Yvan Saeys (UGent) and Tijl De Bie (UGent)

(2021) PATTERN RECOGNITION LETTERS. 147. p.85-92
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Graph approximations to geodesics on metric graphs

Robin Vandaele (UGent) , Yvan Saeys (UGent) and Tijl De Bie (UGent)

(2021) 2020 25TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR). In International Conference on Pattern Recognition p.7328-7334
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- PhD Thesis
- open access
Topological inference in graphs and images

Robin Vandaele (UGent)

(2020)
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- Journal Article
- A1
- open access
Topological image modification for object detection and topological image processing of skin lesions

Robin Vandaele (UGent) , Guillaume Adrien Nervo and Olivier Gevaert

(2020) SCIENTIFIC REPORTS. 10(1).
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- Journal Article
- A1
- open access
Mining topological structure in graphs through forest representations

Robin Vandaele (UGent) , Yvan Saeys (UGent) and Tijl De Bie (UGent)

(2020) JOURNAL OF MACHINE LEARNING RESEARCH. 21. p.1-68
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- Conference Paper
- C1
- open access
The boundary coefficient : a vertex measure for visualizing and finding structure in weighted graphs

Robin Vandaele (UGent) , Yvan Saeys (UGent) and Tijl De Bie (UGent)

(2019) 15th International Workshop on Mining and Learning with Graphs (MLG), Proceedings.
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Local topological data analysis to uncover the global structure of data approaching graph-structured topologies

Robin Vandaele (UGent) , Tijl De Bie (UGent) and Yvan Saeys (UGent)

(2019) Machine learning and knowledge discovery in databases, European Conference, ECML PKDD 2018. In Lecture Notes in Computer Science 11052. p.19-36