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A Hybrid of Deep Network and Hidden Markov Model for MCI Identification with Resting-State fMRI

In this paper, we propose a novel method for modelling functional dynamics in resting-state fMRI (rs-fMRI) for Mild Cognitive Impairment (MCI) identification. Specifically, we devise a hybrid architecture by combining Deep Auto-Encoder (DAE) and Hidden Markov Model (HMM). The roles of DAE and HMM ar...

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Detalhes bibliográficos
Publicado no:Med Image Comput Comput Assist Interv
Main Authors: Suk, Heung-Il, Lee, Seong-Whan, Shen, Dinggang
Formato: Artigo
Idioma:Inglês
Publicado em: 2015
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4820012/
https://ncbi.nlm.nih.gov/pubmed/27054199
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-319-24553-9_70
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