SG11202008385YA - Disease prediction method and apparatus based on long short-term memory model, and computer device - Google Patents

Disease prediction method and apparatus based on long short-term memory model, and computer device

Info

Publication number
SG11202008385YA
SG11202008385YA SG11202008385YA SG11202008385YA SG11202008385YA SG 11202008385Y A SG11202008385Y A SG 11202008385YA SG 11202008385Y A SG11202008385Y A SG 11202008385YA SG 11202008385Y A SG11202008385Y A SG 11202008385YA SG 11202008385Y A SG11202008385Y A SG 11202008385YA
Authority
SG
Singapore
Prior art keywords
computer device
prediction method
apparatus based
term memory
long short
Prior art date
Application number
SG11202008385YA
Other languages
English (en)
Inventor
Wenxiao Jia
Kewei Tan
Xiang Li
Guotong Xie
Original Assignee
Ping An Technology Shenzhen Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Ping An Technology Shenzhen Co Ltd filed Critical Ping An Technology Shenzhen Co Ltd
Publication of SG11202008385YA publication Critical patent/SG11202008385YA/en

Links

Classifications

    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/50—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for simulation or modelling of medical disorders
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G06N3/0442—Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02A—TECHNOLOGIES FOR ADAPTATION TO CLIMATE CHANGE
    • Y02A90/00—Technologies having an indirect contribution to adaptation to climate change
    • Y02A90/10—Information and communication technologies [ICT] supporting adaptation to climate change, e.g. for weather forecasting or climate simulation

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Biomedical Technology (AREA)
  • Data Mining & Analysis (AREA)
  • General Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Pathology (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Databases & Information Systems (AREA)
  • Biophysics (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Evolutionary Computation (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
SG11202008385YA 2019-06-27 2019-08-30 Disease prediction method and apparatus based on long short-term memory model, and computer device SG11202008385YA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201910570055.9A CN110459324B (zh) 2019-06-27 2019-06-27 基于长短期记忆模型的疾病预测方法、装置和计算机设备
PCT/CN2019/103547 WO2020220545A1 (zh) 2019-06-27 2019-08-30 基于长短期记忆模型的疾病预测方法、装置和计算机设备

Publications (1)

Publication Number Publication Date
SG11202008385YA true SG11202008385YA (en) 2020-12-30

Family

ID=68481784

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202008385YA SG11202008385YA (en) 2019-06-27 2019-08-30 Disease prediction method and apparatus based on long short-term memory model, and computer device

Country Status (4)

Country Link
US (1) US11710571B2 (zh)
CN (1) CN110459324B (zh)
SG (1) SG11202008385YA (zh)
WO (1) WO2020220545A1 (zh)

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CN111161880B (zh) * 2019-12-23 2022-12-02 深圳平安医疗健康科技服务有限公司 基于分类模型的医疗信息分类方法、装置和计算机设备
CN111476092B (zh) * 2020-03-05 2023-07-21 平安科技（深圳）有限公司 基于车联网的数据存储方法、装置和计算机设备
US20210398677A1 (en) * 2020-06-23 2021-12-23 Koninklijke Philips N.V. Predicting changes in medical conditions using machine learning models
CN111785370B (zh) * 2020-07-01 2024-05-17 医渡云（北京）技术有限公司 病历数据处理方法及装置、计算机存储介质、电子设备
CN112002410A (zh) * 2020-08-20 2020-11-27 医渡云（北京）技术有限公司 传染病疾病状态预测方法及装置、存储介质、电子设备
CN111899883B (zh) * 2020-09-29 2020-12-15 平安科技（深圳）有限公司 少样本或零样本的疾病预测设备、方法、装置及存储介质
CN111933303B (zh) * 2020-09-30 2021-01-15 平安科技（深圳）有限公司 事件预测方法、装置、电子设备及存储介质
CN112102950B (zh) * 2020-11-04 2021-02-12 平安科技（深圳）有限公司 一种数据处理系统、方法、装置及存储介质
CN112447298A (zh) * 2020-11-24 2021-03-05 平安科技（深圳）有限公司 基于联邦迁移学习的神经退行性疾病建模装置及相关设备
CN113241178B (zh) * 2021-05-28 2023-06-27 温州康宁医院股份有限公司 一种确定被测者的抑郁症严重程度的装置
CN113270182B (zh) * 2021-07-20 2021-09-28 武汉泰乐奇信息科技有限公司 基于长短期记忆网络的共同医疗访问合约生成方法和系统
CN113688119B (zh) * 2021-08-24 2023-09-12 深圳平安智慧医健科技有限公司 基于人工智能的医疗数据库构建方法及相关设备
CN113679348B (zh) * 2021-08-26 2024-02-06 深圳平安智慧医健科技有限公司 血糖预测方法、血糖预测装置、设备及存储介质
CN113707323B (zh) * 2021-08-31 2024-05-14 平安科技（深圳）有限公司 基于机器学习的疾病预测方法、装置、设备及介质
CN113870974B (zh) * 2021-09-28 2024-09-10 深圳平安智慧医健科技有限公司 基于人工智能的风险预测方法、装置、电子设备及介质
CN114093423A (zh) * 2021-11-29 2022-02-25 竹石生物科技(苏州)有限公司 病变dna识别方法、装置、电子设备及存储介质
CN114022058A (zh) * 2022-01-06 2022-02-08 成都晓多科技有限公司 基于时序知识图谱的中小企业失信风险预测方法
CN114912354B (zh) * 2022-05-07 2024-07-02 吉林大学 一种预测蚊媒传染病风险的方法、装置及介质
US20230420127A1 (en) * 2022-06-26 2023-12-28 Danika Gupta Multi-modal machine learning medical assessment
CN115886766B (zh) * 2022-11-29 2024-08-16 重庆理工大学 一种基于注意力机制与ctg图像的胎儿、新生儿缺氧无创诊断系统
CN117333470B (zh) * 2023-10-20 2024-08-30 苏州大学 一种糖尿病视网膜病变硬渗出物分割方法及装置
CN117594241B (zh) * 2024-01-15 2024-04-30 北京邮电大学 基于时序知识图谱邻域推理的透析低血压预测方法及装置

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CN107145746A (zh) * 2017-05-09 2017-09-08 北京大数医达科技有限公司 一种病情描述的智能分析方法及系统
US10636518B2 (en) * 2017-08-08 2020-04-28 Virgo Surgical Video Solutions, Inc. Automated medical note generation system utilizing text, audio and video data
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CN109147954A (zh) * 2018-07-26 2019-01-04 南京邮电大学 基于知识图谱的患者信息处理装置
CN109599177B (zh) * 2018-11-27 2023-04-11 华侨大学 一种基于病历的深度学习预测医疗轨迹的方法
CN109754852A (zh) * 2019-01-08 2019-05-14 中南大学 基于电子病历的心血管疾病风险预测方法
CN109785971B (zh) * 2019-01-30 2023-05-23 华侨大学 一种基于先验医学知识的疾病风险预测方法
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Also Published As

Publication number Publication date
WO2020220545A1 (zh) 2020-11-05
US11710571B2 (en) 2023-07-25
CN110459324A (zh) 2019-11-15
US20210296002A1 (en) 2021-09-23
CN110459324B (zh) 2023-05-23

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