SG11201908841WA - Model training method and apparatus based on data sharing - Google Patents

Model training method and apparatus based on data sharing

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Publication number
SG11201908841WA
SG11201908841WA SG11201908841WA SG11201908841WA SG 11201908841W A SG11201908841W A SG 11201908841WA SG 11201908841W A SG11201908841W A SG 11201908841WA SG 11201908841W A SG11201908841W A SG 11201908841WA
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SG
Singapore
Prior art keywords
international
data
hangzhou
building
zhejiang
Prior art date
Application number
Inventor
Peilin Zhao
Jun Zhou
Xiaolong Li
Longfei Li
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Alibaba Group Holding Ltd
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Application filed by Alibaba Group Holding Ltd filed Critical Alibaba Group Holding Ltd
Publication of SG11201908841WA publication Critical patent/SG11201908841WA/en

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0635—Risk analysis of enterprise or organisation activities
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/60—Protecting data
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G06N5/043—Distributed expert systems; Blackboards
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00—Administration; Management
    • G06Q10/10—Office automation; Time management

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  • Engineering & Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • Theoretical Computer Science (AREA)
  • Human Resources & Organizations (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Strategic Management (AREA)
  • Economics (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Tourism & Hospitality (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Health & Medical Sciences (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Development Economics (AREA)
  • Game Theory and Decision Science (AREA)
  • Educational Administration (AREA)
  • Computer Security & Cryptography (AREA)
  • Bioethics (AREA)
  • Computer Hardware Design (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Neurology (AREA)
  • Molecular Biology (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Information Transfer Between Computers (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau (43) International Publication Date 07 February 2019 (07.02.2019) WIP0 I PCT omit omoiolomin OH ois (10) International Publication Number WO 2019/027915 Al (51) International Patent Classification: GO6Q 10/06 (2012.01) GO6Q 10/10 (2012.01) (21) International Application Number: PCT/US2018/044404 (22) International Filing Date: 30 July 2018 (30.07.2018) (25) Filing Language: English (26) Publication Language: English (30) Priority Data: 201710650740.3 02 August 2017 (02.08.2017) CN (71) Applicant: ALIBABA GROUP HOLDING LIMITED [ /US]; Fourth Floor, One Capital Place, P.O. Box 847, George Town (KY). (72) Inventors: ZHAO, Peilin; c/o Ants Patent Team, 17F Building B, Huanglong Times Plaza, No. 18 Wantang Road, Hangzhou, Zhejiang 310099 (CN). ZHOU, Jun; c/o Ants Patent Team, 17F Building B, Huanglong Times Plaza, No. 18 Wantang Road, Hangzhou, Zhejiang 310099 (CN). LI, Xiaolong; c/o Ants Patent Team, 17F Building B, Huang- long Times Plaza, No. 18 Wantang Road, Hangzhou, Zhe- jiang 310099 (CN). LI, Longfei; c/o Ants Patent Team, 17F Building B, Huanglong Times Plaza, No. 18 Wantang Road, Hangzhou, Zhejiang 310099 (CN). (74) Agent: STALFORD, Terry J. et al.; Fish & Richardson P.C., P.O. Box 1022, Minneapolis, MN 55440-1022 (US). (81) Designated States (unless otherwise indicated, for every kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW. (84) Designated States (unless otherwise indicated, for every kind of regional protection available): ARIPO (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, KM, ML, MR, NE, SN, TD, TG). Published: — with international search report (Art. 21(3)) before the expiration of the time limit for amending the claims and to be republished in the event of receipt of amendments (Rule 48.2(h)) rsi (54) Title: MODEL TRAINING METHOD AND APPARATUS BASED ON DATA SHARING O iiis\" u (57) : A public parameter is downloaded by a data provider from a data miner. A private parameter set W that is locally u - u 0 maintained is replaced by using a downloading result. A private parameter set W, that is obtained after the replacement, is updated by \" using local data and a model parameter update algorithm. An update result is uploaded to the data miner so that the data miner updates C2 lobal the public parameter set e by using the update result uploaded by the data provider.
SG11201908841W 2017-08-02 2018-07-30 Model training method and apparatus based on data sharing SG11201908841WA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN201710650740.3A CN109388661B (en) 2017-08-02 2017-08-02 Model training method and device based on shared data
PCT/US2018/044404 WO2019027915A1 (en) 2017-08-02 2018-07-30 Model training method and apparatus based on data sharing

Publications (1)

Publication Number Publication Date
SG11201908841WA true SG11201908841WA (en) 2019-10-30

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Family Applications (1)

Application Number Title Priority Date Filing Date
SG11201908841W SG11201908841WA (en) 2017-08-02 2018-07-30 Model training method and apparatus based on data sharing

Country Status (8)

Country Link
US (2) US11106802B2 (en)
EP (1) EP3586289B1 (en)
CN (1) CN109388661B (en)
AU (1) AU2018312231A1 (en)
CA (1) CA3057508A1 (en)
SG (1) SG11201908841WA (en)
TW (1) TWI713841B (en)
WO (1) WO2019027915A1 (en)

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US11556730B2 (en) * 2018-03-30 2023-01-17 Intel Corporation Methods and apparatus for distributed use of a machine learning model
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CN112183757B (en) * 2019-07-04 2023-10-27 创新先进技术有限公司 Model training method, device and system
CN110751291B (en) * 2019-10-29 2021-02-12 支付宝(杭州)信息技术有限公司 Method and device for realizing multi-party combined training neural network of security defense
CN111062492B (en) * 2019-12-20 2022-05-17 支付宝(杭州)信息技术有限公司 Method and system for model training based on optional private data
CN111708561B (en) * 2020-06-17 2024-01-05 杭州海康消防科技有限公司 Algorithm model updating system, method and device and electronic equipment
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Publication number Publication date
CN109388661A (en) 2019-02-26
EP3586289A1 (en) 2020-01-01
CN109388661B (en) 2020-04-21
CA3057508A1 (en) 2019-02-07
US11106802B2 (en) 2021-08-31
US11106804B2 (en) 2021-08-31
TW201911078A (en) 2019-03-16
AU2018312231A1 (en) 2019-10-31
US20190042763A1 (en) 2019-02-07
EP3586289B1 (en) 2021-12-08
US20200125737A1 (en) 2020-04-23
WO2019027915A1 (en) 2019-02-07
TWI713841B (en) 2020-12-21

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