Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313641934> ?p ?o ?g. }
- W4313641934 endingPage "102741" @default.
- W4313641934 startingPage "102741" @default.
- W4313641934 abstract "One of the greatest scientific challenges in network neuroscience is to create a representative map of a population of heterogeneous brain networks, which acts as a connectional fingerprint. The connectional brain template (CBT), also named network atlas, presents a powerful tool for capturing the most representative and discriminative traits of a given population while preserving its topological patterns. The idea of a CBT is to integrate a population of heterogeneous brain connectivity networks, derived from different neuroimaging modalities or brain views (e.g., structural and functional), into a unified holistic representation. Here we review current state-of-the-art methods designed to estimate well-centered and representative CBT for populations of single-view and multi-view brain networks. We start by reviewing each CBT learning method, then we introduce the evaluation measures to compare CBT representativeness of populations generated by single-view and multigraph integration methods, separately, based on the following criteria: Centeredness, biomarker-reproducibility, node-level similarity, global-level similarity, and distance-based similarity. We demonstrate that the deep graph normalizer (DGN) method significantly outperforms other multi-graph and all single-view integration methods for estimating CBTs using a variety of healthy and disordered datasets in terms of centeredness, reproducibility (i.e., graph-derived biomarkers reproducibility that disentangle the typical from the atypical connectivity variability), and preserving the topological traits at both local and global graph-levels." @default.
- W4313641934 created "2023-01-07" @default.
- W4313641934 creator A5033175787 @default.
- W4313641934 creator A5048784346 @default.
- W4313641934 creator A5086047699 @default.
- W4313641934 date "2023-04-01" @default.
- W4313641934 modified "2023-10-10" @default.
- W4313641934 title "Comparative survey of multigraph integration methods for holistic brain connectivity mapping" @default.
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