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SYSTEM AND METHOD FOR ANALYZING AD OR MCI OR CN DISEASE DEVELOPMENT TREND BY MEANS OF MULTI-MODAL MODELING
SYSTEM AND METHOD FOR ANALYZING AD OR MCI OR CN DISEASE DEVELOPMENT TREND BY MEANS OF MULTI-MODAL MODELING
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机译：通过多模态建模分析AD或MCI或CN疾病发展趋势的系统和方法
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摘要
The present invention belongs to the field of computer application, and particularly relates to a system and method for analyzing an AD or MCI or CN disease development trend by means of multi-modal modeling. The system comprises: a model A composed of clinical medicine data and an apolipoprotein E data input module and a non-linear classifier; a model B composed of a genomic data input module and a non-linear classifier; a model C composed of MRI data, a convolutional neural network and a recurrent neural network; an ADNI data set; and a model D composed of prediction value receiving modules of the model A, the model B and the model C, and a logistic regression model, wherein the ADNI data set provides the clinical medicine data, apolipoprotein E data, genomic data and the MRI data. On the basis of a traditional method and a deep learning method, by means of the present invention, the two methods are combined by means of multi-modal modeling, and more a priori information and external features are added, such that the generalization ability of a model can be enhanced to a certain extent.
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