FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385864173> ?p ?o ?g. }

• W4385864173 abstract "Schizophrenia is a severe mental disorder characterized by symptoms such as hallucinations and delusions that significantly impair patients' daily life. Magnetic resonance imaging has provided high-quality data support for research on psychiatric disorders due to its high imaging resolution and low side effects. However, conventional medical analysis methods based on statistics require a considerable amount of manual feature engineering. Moreover, machine learning and traditional deep learning methods struggle to perform well on high-dimensional MRI data, resulting in a bottleneck in further schizophrenia research. In this study, the self-attention mechanisms are applied to design a more efficient neural network for disease classification and pathological analysis, which does not depend on conventional convolutional approach. One significant advantage of self-attention mechanisms is that they can fully extract global representations, enabling the model to effectively leverage the complex MRI data. Additionally, by extracting the self-attention maps of the model, the proposed approach can be applied to detect critical pathological brain regions related to schizophrenia. It achieved end-to-end, purely data-driven pathological analysis and significantly reduced the cost of feature engineering. Experimental results show that the average classification accuracy of the self-attention-based neural network model is 76.76%, superior to traditional classification methods. It is also revealed that that structural damage to the thalamus, cerebellum, and surrounding regions is the main cause of schizophrenia. This model provides new insights for schizophrenia research using MRI data and for understanding the disease mechanism." @default.
• W4385864173 created "2023-08-17" @default.
• W4385864173 creator A5018333092 @default.
• W4385864173 creator A5053329886 @default.
• W4385864173 creator A5058027059 @default.
• W4385864173 creator A5087202204 @default.
• W4385864173 creator A5088673166 @default.
• W4385864173 date "2023-07-07" @default.
• W4385864173 modified "2023-10-17" @default.
• W4385864173 title "A Classification and Pathology Study on Schizophrenia Based on Self-Attention Model" @default.
• W4385864173 cites W1457602677 @default.
• W4385864173 cites W1964318214 @default.
• W4385864173 cites W1964940342 @default.
• W4385864173 cites W1971354911 @default.
• W4385864173 cites W1972027722 @default.
• W4385864173 cites W1979266840 @default.
• W4385864173 cites W2052963268 @default.
• W4385864173 cites W2064675550 @default.
• W4385864173 cites W2069143585 @default.
• W4385864173 cites W2079590167 @default.
• W4385864173 cites W2116716216 @default.
• W4385864173 cites W2134989845 @default.
• W4385864173 cites W2136435696 @default.
• W4385864173 cites W2170644672 @default.
• W4385864173 cites W2194775991 @default.
• W4385864173 cites W2592929672 @default.
• W4385864173 cites W2618530766 @default.
• W4385864173 cites W2802789529 @default.
• W4385864173 cites W2810277203 @default.
• W4385864173 cites W2922832567 @default.
• W4385864173 cites W2945434083 @default.
• W4385864173 cites W2977330744 @default.
• W4385864173 cites W3003442092 @default.
• W4385864173 cites W3005049612 @default.
• W4385864173 cites W3013221435 @default.
• W4385864173 cites W3035422918 @default.
• W4385864173 cites W3101294892 @default.
• W4385864173 cites W3206602242 @default.
• W4385864173 doi "https://doi.org/10.1109/isctis58954.2023.10213043" @default.
• W4385864173 hasPublicationYear "2023" @default.
• W4385864173 type Work @default.
• W4385864173 citedByCount "0" @default.
• W4385864173 crossrefType "proceedings-article" @default.
• W4385864173 hasAuthorship W4385864173A5018333092 @default.
• W4385864173 hasAuthorship W4385864173A5053329886 @default.
• W4385864173 hasAuthorship W4385864173A5058027059 @default.
• W4385864173 hasAuthorship W4385864173A5087202204 @default.
• W4385864173 hasAuthorship W4385864173A5088673166 @default.
• W4385864173 hasConcept C108583219 @default.
• W4385864173 hasConcept C119857082 @default.
• W4385864173 hasConcept C138885662 @default.
• W4385864173 hasConcept C149635348 @default.
• W4385864173 hasConcept C153180895 @default.
• W4385864173 hasConcept C154945302 @default.
• W4385864173 hasConcept C199360897 @default.
• W4385864173 hasConcept C2776401178 @default.
• W4385864173 hasConcept C2776412080 @default.
• W4385864173 hasConcept C2780513914 @default.
• W4385864173 hasConcept C41008148 @default.
• W4385864173 hasConcept C41895202 @default.
• W4385864173 hasConcept C52622490 @default.
• W4385864173 hasConcept C81363708 @default.
• W4385864173 hasConceptScore W4385864173C108583219 @default.
• W4385864173 hasConceptScore W4385864173C119857082 @default.
• W4385864173 hasConceptScore W4385864173C138885662 @default.
• W4385864173 hasConceptScore W4385864173C149635348 @default.
• W4385864173 hasConceptScore W4385864173C153180895 @default.
• W4385864173 hasConceptScore W4385864173C154945302 @default.
• W4385864173 hasConceptScore W4385864173C199360897 @default.
• W4385864173 hasConceptScore W4385864173C2776401178 @default.
• W4385864173 hasConceptScore W4385864173C2776412080 @default.
• W4385864173 hasConceptScore W4385864173C2780513914 @default.
• W4385864173 hasConceptScore W4385864173C41008148 @default.
• W4385864173 hasConceptScore W4385864173C41895202 @default.
• W4385864173 hasConceptScore W4385864173C52622490 @default.
• W4385864173 hasConceptScore W4385864173C81363708 @default.
• W4385864173 hasFunder F4320335787 @default.
• W4385864173 hasLocation W43858641731 @default.
• W4385864173 hasOpenAccess W4385864173 @default.
• W4385864173 hasPrimaryLocation W43858641731 @default.
• W4385864173 hasRelatedWork W1001352512 @default.
• W4385864173 hasRelatedWork W1657880117 @default.
• W4385864173 hasRelatedWork W2595172197 @default.
• W4385864173 hasRelatedWork W3029198973 @default.
• W4385864173 hasRelatedWork W3133861977 @default.
• W4385864173 hasRelatedWork W3167935049 @default.
• W4385864173 hasRelatedWork W3193565141 @default.
• W4385864173 hasRelatedWork W4226493464 @default.
• W4385864173 hasRelatedWork W4312417841 @default.
• W4385864173 hasRelatedWork W2084856301 @default.
• W4385864173 isParatext "false" @default.
• W4385864173 isRetracted "false" @default.
• W4385864173 workType "article" @default.