Persistent homology for MCI classification: a comparative analysis between graph and Vietoris-Rips filtrations
This study highlights the superior ability of Vietoris-Rips filtration to capture intricate brain network patterns, offering a robust tool for early diagnosis and precise classification of MCI subtypes.
Authors
- Neelam Sinha (ORCID: https://orcid.org/0000-0001-8164-8412)
- Debanjali Bhattacharya (ORCID: https://orcid.org/0000-0001-5778-4238)
- Ninad Aithal
- R. Kaur (ORCID: https://orcid.org/0000-0002-4756-233X)
- Thomas Gregor Issac
Institutions
- Indian Institute of Science Bangalore (IN)
- Amrita Vishwa Vidyapeetham (IN)
Publication Details
- Journal
- Frontiers in Neuroscience
- Published
- 2025-02-26
- DOI
- https://doi.org/10.3389/fnins.2025.1518984
- Citations
- 9
- Primary Topic
- Topological and Geometric Data Analysis
- Type
- article
- Field-Weighted Citation Impact
- 13.54