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SG10201912923QA - System, method, and computer program product for incorporating knowledge from more complex models in simpler models - Google Patents

System, method, and computer program product for incorporating knowledge from more complex models in simpler models

Info

Publication number
SG10201912923QA
SG10201912923QA SG10201912923QA SG10201912923QA SG10201912923QA SG 10201912923Q A SG10201912923Q A SG 10201912923QA SG 10201912923Q A SG10201912923Q A SG 10201912923QA SG 10201912923Q A SG10201912923Q A SG 10201912923QA SG 10201912923Q A SG10201912923Q A SG 10201912923QA
Authority
SG
Singapore
Prior art keywords
models
computer program
program product
simpler
complex
Prior art date
Application number
SG10201912923QA
Inventor
Wang Liang
Dong Xiaobo
Christensen Robert
Gou Liang
Zhang Wei
Yang Hao
Original Assignee
Visa Int Service Ass
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 Visa Int Service Ass filed Critical Visa Int Service Ass
Publication of SG10201912923QA publication Critical patent/SG10201912923QA/en

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/02Knowledge representation; Symbolic representation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q20/00Payment architectures, schemes or protocols
    • G06Q20/38Payment protocols; Details thereof
    • G06Q20/40Authorisation, e.g. identification of payer or payee, verification of customer or shop credentials; Review and approval of payers, e.g. check credit lines or negative lists
    • G06Q20/401Transaction verification
    • G06Q20/4016Transaction verification involving fraud or risk level assessment in transaction processing
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • G06N3/0442Recurrent networks, e.g. Hopfield networks characterised by memory or gating, e.g. long short-term memory [LSTM] or gated recurrent units [GRU]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/096Transfer learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06QINFORMATION 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
    • G06Q30/00Commerce
    • G06Q30/018Certifying business or products
    • G06Q30/0185Product, service or business identity fraud
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computational Linguistics (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Business, Economics & Management (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Development Economics (AREA)
  • Economics (AREA)
  • Marketing (AREA)
  • Computer Security & Cryptography (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
SG10201912923QA 2019-01-10 2019-12-23 System, method, and computer program product for incorporating knowledge from more complex models in simpler models SG10201912923QA (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US16/244,240 US12039458B2 (en) 2019-01-10 2019-01-10 System, method, and computer program product for incorporating knowledge from more complex models in simpler models

Publications (1)

Publication Number Publication Date
SG10201912923QA true SG10201912923QA (en) 2020-08-28

Family

ID=69137791

Family Applications (1)

Application Number Title Priority Date Filing Date
SG10201912923QA SG10201912923QA (en) 2019-01-10 2019-12-23 System, method, and computer program product for incorporating knowledge from more complex models in simpler models

Country Status (4)

Country Link
US (2) US12039458B2 (en)
EP (1) EP3680823A1 (en)
CN (1) CN111428872B (en)
SG (1) SG10201912923QA (en)

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US10733668B2 (en) 2018-01-30 2020-08-04 PointPredictive Inc. Multi-layer machine learning classifier
US11495210B2 (en) * 2019-10-18 2022-11-08 Microsoft Technology Licensing, Llc Acoustic based speech analysis using deep learning models
CN113315742B (en) * 2020-02-27 2022-08-09 华为技术有限公司 Attack behavior detection method and device and attack detection equipment
CN111950638B (en) * 2020-08-14 2024-02-06 厦门美图之家科技有限公司 Image classification method and device based on model distillation and electronic equipment
CN111681059B (en) * 2020-08-14 2020-11-13 支付宝(杭州)信息技术有限公司 Training method and device for behavior prediction model
CN114494758A (en) * 2020-11-09 2022-05-13 阿里巴巴集团控股有限公司 A model training method, device, equipment and storage medium thereof
US20220180168A1 (en) * 2020-12-03 2022-06-09 International Business Machines Corporation Integrated segmentation and interpretable prescriptive policies generation
CN113034047B (en) * 2021-04-21 2023-06-30 河南工业职业技术学院 Flexible manufacturing workshop optimal scheduling method and system
US12019987B1 (en) 2021-04-28 2024-06-25 Wells Fargo Bank, N.A. Systems and methods for flexible regularized distillation of natural language processing models to facilitate interpretation
CN113656699B (en) * 2021-08-25 2024-02-13 平安科技(深圳)有限公司 User feature vector determining method, related equipment and medium
CN113723554B (en) * 2021-09-07 2024-05-28 平安银行股份有限公司 Model scheduling method, device, electronic equipment and computer readable storage medium
CN115005827B (en) * 2022-05-05 2025-03-04 上海傅利叶智能科技有限公司 Muscle output identification method, identification device and rehabilitation robot
EP4610912A1 (en) * 2024-03-01 2025-09-03 Mastercard International Incorporated Simplification of complex modelling

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107153630B (en) * 2016-03-04 2020-11-06 阿里巴巴集团控股有限公司 Training method and training system of machine learning system
US10482379B2 (en) 2016-07-29 2019-11-19 Google Llc Systems and methods to perform machine learning with feedback consistency
US10824940B1 (en) * 2016-11-30 2020-11-03 Amazon Technologies, Inc. Temporal ensemble of machine learning models trained during different time intervals
US11144825B2 (en) 2016-12-01 2021-10-12 University Of Southern California Interpretable deep learning framework for mining and predictive modeling of health care data
CN107247989B (en) * 2017-06-15 2020-11-24 北京图森智途科技有限公司 A real-time computer vision processing method and device
FR3069357B1 (en) * 2017-07-18 2023-12-29 Worldline MACHINE LEARNING SYSTEM FOR VARIOUS COMPUTER APPLICATIONS
US20190228397A1 (en) * 2018-01-25 2019-07-25 The Bartley J. Madden Foundation Dynamic economizer methods and systems for improving profitability, savings, and liquidity via model training
CN108520220B (en) * 2018-03-30 2021-07-09 百度在线网络技术(北京)有限公司 Model generation method and device
JP7440420B2 (en) * 2018-05-07 2024-02-28 グーグル エルエルシー Application development platform and software development kit offering comprehensive machine learning services
CN108920622B (en) 2018-06-29 2021-07-20 北京奇艺世纪科技有限公司 Training method, training device and recognition device for intention recognition
US11410047B2 (en) * 2018-12-31 2022-08-09 Paypal, Inc. Transaction anomaly detection using artificial intelligence techniques

Also Published As

Publication number Publication date
CN111428872B (en) 2024-12-06
US12039458B2 (en) 2024-07-16
US20240330712A1 (en) 2024-10-03
EP3680823A1 (en) 2020-07-15
CN111428872A (en) 2020-07-17
US20200226476A1 (en) 2020-07-16

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