Clustering-Based Model Reduction for Glioma Graph Networks
Mlinarić P, Sokolikj Z, Talla G, Meyer-Baese U, Stadlbauer A, Malberg H, Na CH, Juetten K, Wiestler B, Meyer-Baese A (2025)
Publication Type: Conference contribution
Publication year: 2025
Journal
Publisher: SPIE
Book Volume: 13410
Conference Proceedings Title: Progress in Biomedical Optics and Imaging - Proceedings of SPIE
Event location: San Diego, CA, USA
ISBN: 9781510685987
DOI: 10.1117/12.3049196
Abstract
We analyze structural and functional connectivity graphs for both healthy and glioma subjects by clustering-based model reduction to obtain a detailed understanding of these complex graphs. The reduced-order network is obtained by dividing the connected brain regions or nodes into disjoint clusters. Further, each cluster is replaced by a single new node in a reduced-size graph network. Several partitions are analyzed and evaluated based on model reduction errors.
Authors with CRIS profile
Involved external institutions
Virginia Polytechnic Institute and State University (VirginiaTech)
United States (USA) (US)
Florida State University (FSU)
United States (USA) (US)
Technische Universität Dresden
Germany (DE)
Centrum für Integrierte Onkologie Aachen Bonn Köln Düsseldorf (CIO ABCD)
Germany (DE)
Rheinisch-Westfälische Technische Hochschule (RWTH) Aachen
Germany (DE)
Ludwig-Maximilians-Universität (LMU)
Germany (DE)
Technische Universität München (TUM)
Germany (DE)
United States (USA) (US)
Florida State University (FSU)
United States (USA) (US)
Technische Universität Dresden
Germany (DE)
Centrum für Integrierte Onkologie Aachen Bonn Köln Düsseldorf (CIO ABCD)
Germany (DE)
Rheinisch-Westfälische Technische Hochschule (RWTH) Aachen
Germany (DE)
Ludwig-Maximilians-Universität (LMU)
Germany (DE)
Technische Universität München (TUM)
Germany (DE)
How to cite
APA:
Mlinarić, P., Sokolikj, Z., Talla, G., Meyer-Baese, U., Stadlbauer, A., Malberg, H.,... Meyer-Baese, A. (2025). Clustering-Based Model Reduction for Glioma Graph Networks. In Barjor S. Gimi, Andrzej Krol (Eds.), Progress in Biomedical Optics and Imaging - Proceedings of SPIE. San Diego, CA, USA: SPIE.
MLA:
Mlinarić, P., et al. "Clustering-Based Model Reduction for Glioma Graph Networks." Proceedings of the Medical Imaging 2025: Clinical and Biomedical Imaging, San Diego, CA, USA Ed. Barjor S. Gimi, Andrzej Krol, SPIE, 2025.
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