Academic Bibliography

Search 200 years of publications by Ghent University researchers.

Robin Vandaele

ORCID iD: 0000-0001-8484-3002

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- Journal Article
- A1
- open access
Incorporating topological priors into low-dimensional visualizations through topological regularization

Edith Heiter (UGent) , Robin Vandaele, Tijl De Bie (UGent) , Yvan Saeys (UGent) and Jefrey Lijffijt (UGent)

(2024) IEEE ACCESS. 12. p.129541-129573
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- Journal Article
- A2
- open access
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 and Olivier Gevaert

(2023) PATTERNS. 4(1).
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- Miscellaneous
Topologically regularized data embeddings

Edith Heiter (UGent) , Robin Vandaele, Tijl De Bie (UGent) , Yvan Saeys (UGent) and Jefrey Lijffijt (UGent)

(2023)
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Topologically regularized data embeddings

Robin Vandaele, 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, 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, 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, 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

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

(2020) JOURNAL OF MACHINE LEARNING RESEARCH. 21. p.1-68

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