SG11201900264PA - Method and device of analysis based on model, and computer readable storage medium - Google Patents
Method and device of analysis based on model, and computer readable storage mediumInfo
- Publication number
- SG11201900264PA SG11201900264PA SG11201900264PA SG11201900264PA SG11201900264PA SG 11201900264P A SG11201900264P A SG 11201900264PA SG 11201900264P A SG11201900264P A SG 11201900264PA SG 11201900264P A SG11201900264P A SG 11201900264PA SG 11201900264P A SG11201900264P A SG 11201900264PA
- Authority
- SG
- Singapore
- Prior art keywords
- model
- storage medium
- computer readable
- readable storage
- analysis based
- Prior art date
Links
Classifications
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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
- G06Q30/00—Commerce
- G06Q30/02—Marketing; Price estimation or determination; Fundraising
- G06Q30/0201—Market modelling; Market analysis; Collecting market data
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- 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
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/10—Geometric CAD
-
- 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
- G06N20/00—Machine learning
- G06N20/20—Ensemble 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
- G06N3/04—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
- G06N3/04—Architecture, e.g. interconnection topology
- G06N3/048—Activation functions
-
- 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
- G06Q10/04—Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
-
- 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
-
- 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
- G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
- G06Q40/03—Credit; Loans; Processing thereof
-
- 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
- G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
- G06Q40/08—Insurance
Abstract
METHOD AND DEVICE OF ANALYSIS BASED ON MODEL, AND COMPUTER READABLE STORAGE MEDIUM The disclosure discloses a method and device of analysis based on a model, and a computer readable storage medium. The method includes: training various pre- determined models based on a preset number of customer information samples; combining the various trained models into a compound model according to a pre- determined combining rule, and after customer information to be analyzed is received, inputting the customer information to be analyzed into the compound model to output an analysis result. According to the disclosure, by the use of the compound model combined by the various models for analysis and prediction, the advantages of different models can be combined. Compared with a single model for prediction, the compound model effectively improves the accuracy of a prediction result. Fig. 1
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710311997.6A CN107766929B (en) | 2017-05-05 | 2017-05-05 | Model analysis method and device |
PCT/CN2017/100042 WO2018201646A1 (en) | 2017-05-05 | 2017-08-31 | Model analysis method and device and computer readable storage medium |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11201900264PA true SG11201900264PA (en) | 2019-02-27 |
Family
ID=61265240
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11201900264PA SG11201900264PA (en) | 2017-05-05 | 2017-08-31 | Method and device of analysis based on model, and computer readable storage medium |
Country Status (8)
Country | Link |
---|---|
US (1) | US11507963B2 (en) |
EP (1) | EP3428854A4 (en) |
JP (1) | JP2019519821A (en) |
KR (1) | KR20190021189A (en) |
CN (1) | CN107766929B (en) |
AU (1) | AU2017408798A1 (en) |
SG (1) | SG11201900264PA (en) |
WO (1) | WO2018201646A1 (en) |
Families Citing this family (12)
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CN109492191A (en) * | 2018-09-17 | 2019-03-19 | 平安科技(深圳)有限公司 | Calculate method, apparatus, computer equipment and the storage medium of probability of insuring |
US11124185B2 (en) * | 2018-11-13 | 2021-09-21 | Zoox, Inc. | Perception collision avoidance |
JP7167668B2 (en) * | 2018-11-30 | 2022-11-09 | コニカミノルタ株式会社 | LEARNING METHOD, LEARNING DEVICE, PROGRAM AND RECORDING MEDIUM |
US10977738B2 (en) * | 2018-12-27 | 2021-04-13 | Futurity Group, Inc. | Systems, methods, and platforms for automated quality management and identification of errors, omissions and/or deviations in coordinating services and/or payments responsive to requests for coverage under a policy |
CN109816158A (en) * | 2019-01-04 | 2019-05-28 | 平安科技(深圳)有限公司 | Combined method, device, equipment and the readable storage medium storing program for executing of prediction model |
CN110321944A (en) * | 2019-06-26 | 2019-10-11 | 华中科技大学 | A kind of construction method of the deep neural network model based on contact net image quality evaluation |
CN111402068B (en) * | 2020-02-22 | 2023-07-25 | 中国平安财产保险股份有限公司 | Premium data analysis method and device based on big data and storage medium |
CN111489134A (en) * | 2020-04-13 | 2020-08-04 | 深圳前海微众银行股份有限公司 | Data model construction method, device, equipment and computer readable storage medium |
CN111581615A (en) * | 2020-05-08 | 2020-08-25 | 南京大创师智能科技有限公司 | Method and system for providing artificial intelligence platform for individuals |
US20220138632A1 (en) * | 2020-10-29 | 2022-05-05 | Accenture Global Solutions Limited | Rule-based calibration of an artificial intelligence model |
CN113457167A (en) * | 2021-06-29 | 2021-10-01 | 网易(杭州)网络有限公司 | Training method of user classification network, user classification method and device |
US11651380B1 (en) * | 2022-03-30 | 2023-05-16 | Intuit Inc. | Real-time propensity prediction using an ensemble of long-term and short-term user behavior models |
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WO2005086059A1 (en) * | 2004-02-27 | 2005-09-15 | Accenture Global Services Gmbh | System for individualized customer interaction |
US7958063B2 (en) * | 2004-11-11 | 2011-06-07 | Trustees Of Columbia University In The City Of New York | Methods and systems for identifying and localizing objects based on features of the objects that are mapped to a vector |
US7496549B2 (en) * | 2005-05-26 | 2009-02-24 | Yahoo! Inc. | Matching pursuit approach to sparse Gaussian process regression |
US8719073B1 (en) * | 2005-08-25 | 2014-05-06 | Hewlett-Packard Development Company, L.P. | Producing a measure regarding cases associated with an issue after one or more events have occurred |
US7937350B2 (en) * | 2007-02-14 | 2011-05-03 | International Business Machines Corporation | Method, system and program product for determining a time for retraining a data mining model |
US20090240539A1 (en) * | 2008-03-21 | 2009-09-24 | Microsoft Corporation | Machine learning system for a task brokerage system |
US8762180B2 (en) * | 2009-08-25 | 2014-06-24 | Accenture Global Services Limited | Claims analytics engine |
CN102184453A (en) * | 2011-05-16 | 2011-09-14 | 上海电气集团股份有限公司 | Wind power combination predicting method based on fuzzy neural network and support vector machine |
WO2013012898A2 (en) * | 2011-07-19 | 2013-01-24 | Causata Inc. | Distributed scalable incrementally updated models in decisioning systems |
CN102270309B (en) | 2011-07-27 | 2013-05-01 | 华北电力大学 | Short-term electric load prediction method based on ensemble learning |
CN102508907B (en) * | 2011-11-11 | 2013-11-20 | 北京航空航天大学 | Dynamic recommendation method based on training set optimization for recommendation system |
CN102663513B (en) * | 2012-03-13 | 2016-04-20 | 华北电力大学 | Utilize the wind power combined prediction modeling method of grey relational grade analysis |
US9070046B2 (en) * | 2012-10-17 | 2015-06-30 | Microsoft Technology Licensing, Llc | Learning-based image webpage index selection |
US20150032598A1 (en) * | 2013-07-26 | 2015-01-29 | Corelogic Solutions, Llc | System and method for generating a natural hazard credit model |
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CN106548210B (en) | 2016-10-31 | 2021-02-05 | 腾讯科技(深圳)有限公司 | Credit user classification method and device based on machine learning model training |
US10671932B1 (en) * | 2017-01-27 | 2020-06-02 | Intuit Inc. | Software application selection models integration |
-
2017
- 2017-05-05 CN CN201710311997.6A patent/CN107766929B/en active Active
- 2017-08-31 US US16/084,242 patent/US11507963B2/en active Active
- 2017-08-31 WO PCT/CN2017/100042 patent/WO2018201646A1/en active Application Filing
- 2017-08-31 EP EP17899229.3A patent/EP3428854A4/en not_active Withdrawn
- 2017-08-31 JP JP2018534667A patent/JP2019519821A/en active Pending
- 2017-08-31 SG SG11201900264PA patent/SG11201900264PA/en unknown
- 2017-08-31 KR KR1020187024854A patent/KR20190021189A/en not_active Application Discontinuation
- 2017-08-31 AU AU2017408798A patent/AU2017408798A1/en not_active Abandoned
Also Published As
Publication number | Publication date |
---|---|
WO2018201646A1 (en) | 2018-11-08 |
JP2019519821A (en) | 2019-07-11 |
EP3428854A1 (en) | 2019-01-16 |
US20210117989A1 (en) | 2021-04-22 |
AU2017408798A1 (en) | 2018-11-22 |
CN107766929B (en) | 2019-05-24 |
KR20190021189A (en) | 2019-03-05 |
US11507963B2 (en) | 2022-11-22 |
CN107766929A (en) | 2018-03-06 |
EP3428854A4 (en) | 2020-05-13 |
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