Neurodegenerative disease modeling device based on federal transfer learning and related equipment

A technique of neurodegeneration and migration learning, which is applied in biological neural network models, medical simulation, neural learning methods, etc., and can solve problems such as ineffective modeling
CN112447298AInactive Publication Date: 2021-03-05PING AN TECH (SHENZHEN) CO LTD

Patent Information

Authority / Receiving Office
CN · China
Current Assignee / Owner
PING AN TECH (SHENZHEN) CO LTD
Publication Date
2021-03-05
Estimated Expiration
Not applicable · inactive patent

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Abstract

The invention discloses a neurodegenerative disease modeling device based on federal transfer learning and related equipment, relates to the technical field of artificial intelligence, can be appliedto a smart hospital system, and comprises a data set acquisition unit used for acquiring a medical record data set A and a medical record data set B of a first type of neurodegenerative disease patients; an intersection selection unit which is used for selecting intersection data between the medical record data set A and the medical record data set B and taking the intersection data as a trainingset sample; a model training unit which is used for training an original neural network model based on the training set sample; and a federal migration unit which is used for performing federal migration learning on the original neural network model based on the training set samples of the multiple types of neurodegenerative diseases to obtain a final neural network model for predicting the disease degree of the neurodegenerative diseases. According to the method, the data island problem in the modeling process is solved, and the illness degree of a patient can be effectively predicted.
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Description

technical field

[0001] The invention relates to the technical field of artificial intelligence, in particular to a neurodegenerative disease modeling device and related equipment based on federated transfer learning. Background technique

[0002] Neurodegenerative diseases are caused by the loss of function of neurons and their myelin sheath, and can worsen over time with various dysfunctions. With the increasing number of aging population in my country, there are more and more elderly people suffering from neurodegenerative diseases in our country. With the continuous development of the level of medical research in various countries in the world, the research methods of neurodegenerative diseases in various medical institutions are becoming more and more perfect. The industry's current research on neurodegenerative diseases focuses on the causes of different diseases, and there are also many new ideas for treatment. Current research results indicate that neurodegenerative...

Claims

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