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- W2904909998 abstract "Sparse representation-based brain functional network modeling often results in large inter-subject variability in the network structure. This could reduce the statistical power in group comparison, or even deteriorate the generalization capability of the individualized diagnosis of brain diseases. Although group sparse representation (GSR) can alleviate such a limitation by increasing network similarity across subjects, it could, in turn, fail in providing satisfactory separability between the subjects from different groups (e.g., patients vs. controls). In this study, we propose to integrate individual functional connectivity (FC) information into the GSR-based network construction framework to achieve higher between-group separability while maintaining the merit of within-group consistency. Our method was based on an observation that the subjects from the same group have generally more similar FC patterns than those from different groups. To this end, we propose our new method, namely strength and similarity guided GSR (SSGSR), which exploits both BOLD signal temporal correlation-based low-order FC (LOFC) and inter-subject LOFC-profile similarity-based high-order FC (HOFC) as two priors to jointly guide the GSR-based network modeling. Extensive experimental comparisons are carried out, with the rs-fMRI data from mild cognitive impairment (MCI) subjects and healthy controls, between the proposed algorithm and other state-of-the-art brain network modeling approaches. Individualized MCI identification results show that our method could achieve a balance between the individually consistent brain functional network construction and the adequately maintained inter-group brain functional network distinctions, thus leading to a more accurate classification result. Our method also provides a promising and generalized solution for the future connectome-based individualized diagnosis of brain disease." @default.
- W2904909998 created "2018-12-22" @default.
- W2904909998 creator A5000937401 @default.
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- W2904909998 date "2019-04-01" @default.
- W2904909998 modified "2023-10-16" @default.
- W2904909998 title "Strength and similarity guided group-level brain functional network construction for MCI diagnosis" @default.
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- W2904909998 cites W1983493842 @default.
- W2904909998 cites W1999653836 @default.
- W2904909998 cites W2000363330 @default.
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- W2904909998 cites W2011099767 @default.
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- W2904909998 doi "https://doi.org/10.1016/j.patcog.2018.12.001" @default.
- W2904909998 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6774624" @default.
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- W2904909998 hasPublicationYear "2019" @default.
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