Matches in SemOpenAlex for { <https://semopenalex.org/work/W3090284159> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W3090284159 abstract "Increasing mental disorders have emerged as an urgent public health concern such as autism spectrum disorder (ASD) and attention deficit hyperactivity disorder (ADHD). Related mental disorders may share high overlap in clinical symptoms. Therefore, their diagnosis can be challenging to merely rely on the observation of cognitive phenotypes and behavioral manifestations. Unfortunately, there is no additional support of biochemical markers, laboratory tests, or neuroimaging analysis, which can be used as a diagnostic gold standard currently. Over the past decades, resting-state functional magnetic resonance imaging (rs-fMRI) has been considered as one of the most promising modality to capture the intrinsic neural activation patterns between regions in the brain. In this work, we focus on ASD and ADHD due to their high prevalence and relevance with the aim to exploit the multi-task learning (MTL) paradigm for their diagnosis. To the best of our knowledge, this is the first time to make use of the disease-specific heterogeneities for the MTL classification of ASD and ADHD via rs-fMRI signal. We propose a novel graph-based feature selection method to filter out irrelevant functional connectivity features. Then an efficient structure of multi-gate mixture-of-experts (MMoE) is applied to the MTL classification framework. Finally, the experiment results demonstrate that the proposed model can achieve a reliable classification performance in a short term, yielding the mean accuracies of 0.687±0.005 and 0.650±0.014 in ASD and ADHD datasets, respectively. The graph-based feature selection method and MMoE model are demonstrated to make great contribution to performance improvement." @default.
- W3090284159 created "2020-10-08" @default.
- W3090284159 creator A5025285243 @default.
- W3090284159 creator A5075388581 @default.
- W3090284159 creator A5083469101 @default.
- W3090284159 date "2020-07-01" @default.
- W3090284159 modified "2023-10-16" @default.
- W3090284159 title "Multi-Task Learning for Efficient Diagnosis of ASD and ADHD using Resting-State fMRI Data" @default.
- W3090284159 cites W2073172022 @default.
- W3090284159 cites W2087451427 @default.
- W3090284159 cites W2110185148 @default.
- W3090284159 cites W2122457251 @default.
- W3090284159 cites W2124698428 @default.
- W3090284159 cites W2130010412 @default.
- W3090284159 cites W2167868121 @default.
- W3090284159 cites W2310177520 @default.
- W3090284159 cites W2606006859 @default.
- W3090284159 cites W2749978186 @default.
- W3090284159 cites W2751527031 @default.
- W3090284159 cites W2752558629 @default.
- W3090284159 cites W2753776964 @default.
- W3090284159 cites W2800044299 @default.
- W3090284159 cites W2809290718 @default.
- W3090284159 cites W2810339787 @default.
- W3090284159 cites W2884781986 @default.
- W3090284159 cites W2978224697 @default.
- W3090284159 cites W2984670159 @default.
- W3090284159 cites W2989783162 @default.
- W3090284159 doi "https://doi.org/10.1109/ijcnn48605.2020.9206852" @default.
- W3090284159 hasPublicationYear "2020" @default.
- W3090284159 type Work @default.
- W3090284159 sameAs 3090284159 @default.
- W3090284159 citedByCount "5" @default.
- W3090284159 countsByYear W30902841592021 @default.
- W3090284159 countsByYear W30902841592022 @default.
- W3090284159 countsByYear W30902841592023 @default.
- W3090284159 crossrefType "proceedings-article" @default.
- W3090284159 hasAuthorship W3090284159A5025285243 @default.
- W3090284159 hasAuthorship W3090284159A5075388581 @default.
- W3090284159 hasAuthorship W3090284159A5083469101 @default.
- W3090284159 hasConcept C118552586 @default.
- W3090284159 hasConcept C119857082 @default.
- W3090284159 hasConcept C148483581 @default.
- W3090284159 hasConcept C153180895 @default.
- W3090284159 hasConcept C154945302 @default.
- W3090284159 hasConcept C15744967 @default.
- W3090284159 hasConcept C169760540 @default.
- W3090284159 hasConcept C169900460 @default.
- W3090284159 hasConcept C180747234 @default.
- W3090284159 hasConcept C205778803 @default.
- W3090284159 hasConcept C2778538070 @default.
- W3090284159 hasConcept C2779226451 @default.
- W3090284159 hasConcept C2780783007 @default.
- W3090284159 hasConcept C41008148 @default.
- W3090284159 hasConcept C58693492 @default.
- W3090284159 hasConcept C66324658 @default.
- W3090284159 hasConceptScore W3090284159C118552586 @default.
- W3090284159 hasConceptScore W3090284159C119857082 @default.
- W3090284159 hasConceptScore W3090284159C148483581 @default.
- W3090284159 hasConceptScore W3090284159C153180895 @default.
- W3090284159 hasConceptScore W3090284159C154945302 @default.
- W3090284159 hasConceptScore W3090284159C15744967 @default.
- W3090284159 hasConceptScore W3090284159C169760540 @default.
- W3090284159 hasConceptScore W3090284159C169900460 @default.
- W3090284159 hasConceptScore W3090284159C180747234 @default.
- W3090284159 hasConceptScore W3090284159C205778803 @default.
- W3090284159 hasConceptScore W3090284159C2778538070 @default.
- W3090284159 hasConceptScore W3090284159C2779226451 @default.
- W3090284159 hasConceptScore W3090284159C2780783007 @default.
- W3090284159 hasConceptScore W3090284159C41008148 @default.
- W3090284159 hasConceptScore W3090284159C58693492 @default.
- W3090284159 hasConceptScore W3090284159C66324658 @default.
- W3090284159 hasLocation W30902841591 @default.
- W3090284159 hasOpenAccess W3090284159 @default.
- W3090284159 hasPrimaryLocation W30902841591 @default.
- W3090284159 hasRelatedWork W2555829977 @default.
- W3090284159 hasRelatedWork W2597400155 @default.
- W3090284159 hasRelatedWork W2888376433 @default.
- W3090284159 hasRelatedWork W3026748380 @default.
- W3090284159 hasRelatedWork W3044690794 @default.
- W3090284159 hasRelatedWork W3087279249 @default.
- W3090284159 hasRelatedWork W3111021498 @default.
- W3090284159 hasRelatedWork W3159196951 @default.
- W3090284159 hasRelatedWork W4255080955 @default.
- W3090284159 hasRelatedWork W4361001240 @default.
- W3090284159 isParatext "false" @default.
- W3090284159 isRetracted "false" @default.
- W3090284159 magId "3090284159" @default.
- W3090284159 workType "article" @default.