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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

Inactive Publication Date: 2021-03-05
PING AN TECH (SHENZHEN) CO LTD
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] The purpose of the present invention is to provide a neurodegenerative disease modeling device and related equipment based on federated transfer learning, aiming to solve the problem that existing neurodegenerative disease prevalence prediction devices cannot effectively model under the premise of ensuring privacy

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

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Embodiment Construction

[0021] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are some of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0022] It should be understood that when used in this specification and the appended claims, the terms "comprising" and "comprises" indicate the presence of described features, integers, steps, operations, elements and / or components, but do not exclude one or Presence or addition of multiple other features, integers, steps, operations, elements, components and / or collections thereof.

[0023] It should also be understood that the terminology used ...

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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.

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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Application Information

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IPC IPC(8): G16H50/50G16H50/70G16H10/60G06N3/08G06N3/02
CPCG16H50/50G16H50/70G16H10/60G06N3/02G06N3/08
Inventor 李泽远王健宗
Owner PING AN TECH (SHENZHEN) CO LTD
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