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
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 (en) 2019-06-27 2019-06-27 Disease prediction method and device based on long-term and short-term memory model and computer equipment
PCT/CN2019/103547 WO2020220545A1 (en) 2019-06-27 2019-08-30 Long short-term memory model-based disease prediction method and apparatus, and computer device

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 (en)
CN (1) CN110459324B (en)
SG (1) SG11202008385YA (en)
WO (1) WO2020220545A1 (en)

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CN111161880B (en) * 2019-12-23 2022-12-02 深圳平安医疗健康科技服务有限公司 Medical information classification method and device based on classification model and computer equipment
CN111476092B (en) * 2020-03-05 2023-07-21 平安科技（深圳）有限公司 Data storage method and device based on Internet of vehicles and computer equipment
US20210398677A1 (en) * 2020-06-23 2021-12-23 Koninklijke Philips N.V. Predicting changes in medical conditions using machine learning models
CN111785370B (en) * 2020-07-01 2024-05-17 医渡云（北京）技术有限公司 Medical record data processing method and device, computer storage medium and electronic equipment
CN112002410A (en) * 2020-08-20 2020-11-27 医渡云（北京）技术有限公司 Infectious disease state prediction method and device, storage medium, and electronic device
CN111899883B (en) * 2020-09-29 2020-12-15 平安科技（深圳）有限公司 Disease prediction device, method, apparatus and storage medium for small sample or zero sample
CN111933303B (en) * 2020-09-30 2021-01-15 平安科技（深圳）有限公司 Event prediction method and device, electronic equipment and storage medium
CN112102950B (en) * 2020-11-04 2021-02-12 平安科技（深圳）有限公司 Data processing system, method, device and storage medium
CN112447298A (en) * 2020-11-24 2021-03-05 平安科技（深圳）有限公司 Neurodegenerative disease modeling device based on federal transfer learning and related equipment
CN113241178B (en) * 2021-05-28 2023-06-27 温州康宁医院股份有限公司 Device for determining severity of depression of tested person
CN113270182B (en) * 2021-07-20 2021-09-28 武汉泰乐奇信息科技有限公司 Common medical access contract generation method and system based on long-term and short-term memory network
CN113688119B (en) * 2021-08-24 2023-09-12 深圳平安智慧医健科技有限公司 Medical database construction method based on artificial intelligence and related equipment
CN113679348B (en) * 2021-08-26 2024-02-06 深圳平安智慧医健科技有限公司 Blood glucose prediction method, blood glucose prediction device, apparatus, and storage medium
CN113707323B (en) * 2021-08-31 2024-05-14 平安科技（深圳）有限公司 Disease prediction method, device, equipment and medium based on machine learning
CN113870974B (en) * 2021-09-28 2024-09-10 深圳平安智慧医健科技有限公司 Risk prediction method and device based on artificial intelligence, electronic equipment and medium
CN114093423A (en) * 2021-11-29 2022-02-25 竹石生物科技(苏州)有限公司 Diseased DNA identification method and device, electronic equipment and storage medium
CN114022058A (en) * 2022-01-06 2022-02-08 成都晓多科技有限公司 Small and medium-sized enterprise confidence loss risk prediction method based on time sequence knowledge graph
CN114912354B (en) * 2022-05-07 2024-07-02 吉林大学 Method, device and medium for predicting mosquito vector infectious disease risk
US20230420127A1 (en) * 2022-06-26 2023-12-28 Danika Gupta Multi-modal machine learning medical assessment
CN115886766B (en) * 2022-11-29 2024-08-16 重庆理工大学 Fetal and neonatal hypoxia noninvasive diagnosis system based on attention mechanism and CTG image
CN117333470B (en) * 2023-10-20 2024-08-30 苏州大学 Method and device for partitioning hardened exudates of diabetic retinopathy
CN117594241B (en) * 2024-01-15 2024-04-30 北京邮电大学 Dialysis hypotension prediction method and device based on time sequence knowledge graph neighborhood reasoning
CN118569981B (en) * 2024-07-29 2024-10-01 四川世纪银通科技有限公司 Customer repayment risk prediction method and system based on consumption portraits

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US11432778B2 (en) * 2017-01-24 2022-09-06 General Electric Company Methods and systems for patient monitoring
CN107977709B (en) * 2017-04-01 2021-03-16 北京科亚方舟医疗科技股份有限公司 Deep learning model and system for predicting blood flow characteristics on blood vessel path of blood vessel tree
CN107145746A (en) * 2017-05-09 2017-09-08 北京大数医达科技有限公司 The intelligent analysis method and system of a kind of state of an illness description
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CN109599177B (en) * 2018-11-27 2023-04-11 华侨大学 Method for predicting medical treatment track through deep learning based on medical history
CN109754852A (en) * 2019-01-08 2019-05-14 中南大学 Risk of cardiovascular diseases prediction technique based on electronic health record
CN109785971B (en) * 2019-01-30 2023-05-23 华侨大学 Disease risk prediction method based on priori medical knowledge
US11557380B2 (en) * 2019-02-18 2023-01-17 Merative Us L.P. Recurrent neural network to decode trial criteria
US20200293882A1 (en) * 2019-03-15 2020-09-17 Samsung Electronics Co., Ltd. Near-infrared spectroscopy (nir) based glucose prediction using deep learning
US11366985B2 (en) * 2020-05-15 2022-06-21 Retrace Labs Dental image quality prediction platform using domain specific artificial intelligence

Also Published As

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

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