FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3200967546> ?p ?o ?g. }

• W3200967546 abstract "Autism Spectrum Disorder(ASD) is a set of neurodevelopmental conditions that affect patients' social abilities. In recent years, many studies have employed deep learning to diagnose this brain dysfunction through functional MRI (fMRI). However, existing approaches solely focused on the abnormal brain functional connections but ignored the impact of regional activities. Due to this biased prior knowledge, previous diagnosis models suffered from inter-site measurement heterogeneity and inter-individual phenotypic differences. To address this issue, we propose a novel feature extraction method for fMRI that can learn a personalized lower-resolution representation of the entire brain networking regarding both the functional connections and regional activities. Specifically, we abstract the brain imaging as a graph structure and straightforwardly downsample it to substructures by hierarchical graph pooling. To further recalibrate the distribution of the extracted features under phenotypic information, we subsequently embed the sparse feature vectors into a population graph, where the hidden inter-subject heterogeneity and homogeneity are explicitly expressed as inter- and intra-community connectivity differences, and utilize Graph Convolutional Networks to learn the node embeddings. By these means, our framework can extract features directly and efficiently from the entire fMRI and be aware of implicit inter-individual variance. We have evaluated our framework on the ABIDE-I dataset with 10-fold cross-validation. The present model has achieved a mean classification accuracy of 87.62% and a mean AUC of 0.92, better than the state-of-the-art methods." @default.
• W3200967546 created "2021-09-27" @default.
• W3200967546 creator A5005474229 @default.
• W3200967546 creator A5008154861 @default.
• W3200967546 creator A5010302081 @default.
• W3200967546 creator A5029920565 @default.
• W3200967546 creator A5067212780 @default.
• W3200967546 date "2021-09-19" @default.
• W3200967546 modified "2023-10-16" @default.
• W3200967546 title "Identifying Autism Spectrum Disorder Based on Individual-Aware Down-Sampling and Multi-Modal Learning" @default.
• W3200967546 cites W1973118694 @default.
• W3200967546 cites W1973158444 @default.
• W3200967546 cites W2005821483 @default.
• W3200967546 cites W2026452816 @default.
• W3200967546 cites W2027703088 @default.
• W3200967546 cites W2037581000 @default.
• W3200967546 cites W2038148370 @default.
• W3200967546 cites W2101135654 @default.
• W3200967546 cites W2106308761 @default.
• W3200967546 cites W2118095155 @default.
• W3200967546 cites W2118478153 @default.
• W3200967546 cites W2120759354 @default.
• W3200967546 cites W2133054185 @default.
• W3200967546 cites W2167868121 @default.
• W3200967546 cites W2173027866 @default.
• W3200967546 cites W2187089797 @default.
• W3200967546 cites W2314945771 @default.
• W3200967546 cites W2319534434 @default.
• W3200967546 cites W2519887557 @default.
• W3200967546 cites W2522924024 @default.
• W3200967546 cites W2604525417 @default.
• W3200967546 cites W2604697269 @default.
• W3200967546 cites W2614349964 @default.
• W3200967546 cites W2746329898 @default.
• W3200967546 cites W2751527031 @default.
• W3200967546 cites W2752558629 @default.
• W3200967546 cites W2779020697 @default.
• W3200967546 cites W2794724096 @default.
• W3200967546 cites W2803731655 @default.
• W3200967546 cites W2806489700 @default.
• W3200967546 cites W2806873051 @default.
• W3200967546 cites W2810012895 @default.
• W3200967546 cites W2945827377 @default.
• W3200967546 cites W2951659295 @default.
• W3200967546 cites W2963123301 @default.
• W3200967546 cites W2963175980 @default.
• W3200967546 cites W2963392928 @default.
• W3200967546 cites W2972996185 @default.
• W3200967546 cites W2986466936 @default.
• W3200967546 cites W2989491368 @default.
• W3200967546 cites W2990504128 @default.
• W3200967546 cites W2991167352 @default.
• W3200967546 cites W3000167727 @default.
• W3200967546 cites W3002063081 @default.
• W3200967546 cites W3027179734 @default.
• W3200967546 cites W3040304580 @default.
• W3200967546 cites W3040879299 @default.
• W3200967546 cites W3041361970 @default.
• W3200967546 cites W3046002895 @default.
• W3200967546 cites W3047852752 @default.
• W3200967546 cites W3095479837 @default.
• W3200967546 cites W3160202947 @default.
• W3200967546 doi "https://doi.org/10.48550/arxiv.2109.09129" @default.
• W3200967546 hasPublicationYear "2021" @default.
• W3200967546 type Work @default.
• W3200967546 sameAs 3200967546 @default.
• W3200967546 citedByCount "0" @default.
• W3200967546 crossrefType "posted-content" @default.
• W3200967546 hasAuthorship W3200967546A5005474229 @default.
• W3200967546 hasAuthorship W3200967546A5008154861 @default.
• W3200967546 hasAuthorship W3200967546A5010302081 @default.
• W3200967546 hasAuthorship W3200967546A5029920565 @default.
• W3200967546 hasAuthorship W3200967546A5067212780 @default.
• W3200967546 hasBestOaLocation W32009675461 @default.
• W3200967546 hasConcept C119857082 @default.
• W3200967546 hasConcept C132525143 @default.
• W3200967546 hasConcept C138496976 @default.
• W3200967546 hasConcept C144024400 @default.
• W3200967546 hasConcept C149923435 @default.
• W3200967546 hasConcept C153180895 @default.
• W3200967546 hasConcept C154945302 @default.
• W3200967546 hasConcept C15744967 @default.
• W3200967546 hasConcept C169760540 @default.
• W3200967546 hasConcept C205778803 @default.
• W3200967546 hasConcept C2778538070 @default.
• W3200967546 hasConcept C2908647359 @default.
• W3200967546 hasConcept C41008148 @default.
• W3200967546 hasConcept C59404180 @default.
• W3200967546 hasConcept C66324658 @default.
• W3200967546 hasConcept C70437156 @default.
• W3200967546 hasConcept C80444323 @default.
• W3200967546 hasConcept C81363708 @default.
• W3200967546 hasConceptScore W3200967546C119857082 @default.
• W3200967546 hasConceptScore W3200967546C132525143 @default.
• W3200967546 hasConceptScore W3200967546C138496976 @default.
• W3200967546 hasConceptScore W3200967546C144024400 @default.
• W3200967546 hasConceptScore W3200967546C149923435 @default.
• W3200967546 hasConceptScore W3200967546C153180895 @default.
• W3200967546 hasConceptScore W3200967546C154945302 @default.
• W3200967546 hasConceptScore W3200967546C15744967 @default.

• next