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

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • 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
    • G06Q20/00—Payment architectures, schemes or protocols
    • G06Q20/38—Payment protocols; Details thereof
    • G06Q20/40—Authorisation, 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
    • G06Q20/401—Transaction verification
    • G06Q20/4016—Transaction verification involving fraud or risk level assessment in transaction processing
    • 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
    • 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
    • G06N3/096—Transfer learning
    • 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
    • G06Q30/00—Commerce
    • G06Q30/018—Certifying business or products
    • G06Q30/0185—Product, service or business identity fraud
    • 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
    • G06N3/048—Activation functions
    • 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
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/09—Supervised learning
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 US20200226476A1 (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 (1) US20200226476A1 (en)
EP (1) EP3680823A1 (en)
CN (1) CN111428872A (en)
SG (1) SG10201912923QA (en)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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
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 of behavior prediction model
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
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
CN113723554A (en) * 2021-09-07 2021-11-30 平安银行股份有限公司 Model scheduling method and device, electronic equipment and computer readable storage medium

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
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 Real-time computer vision processing method and device
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
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

Also Published As

Publication number Publication date
EP3680823A1 (en) 2020-07-15
US20200226476A1 (en) 2020-07-16
CN111428872A (en) 2020-07-17

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