WO2004051562A8 - Procede permettant d'expliquer une decision prise par un modele d'agregation multicritere compensatoire - Google Patents
Procede permettant d'expliquer une decision prise par un modele d'agregation multicritere compensatoireInfo
- Publication number
- WO2004051562A8 WO2004051562A8 PCT/EP2003/050879 EP0350879W WO2004051562A8 WO 2004051562 A8 WO2004051562 A8 WO 2004051562A8 EP 0350879 W EP0350879 W EP 0350879W WO 2004051562 A8 WO2004051562 A8 WO 2004051562A8
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- explaining
- aggregation model
- decision taken
- criteria
- compensatory
- Prior art date
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/04—Inference or reasoning models
- G06N5/048—Fuzzy inferencing
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/02—Computing arrangements based on specific mathematical models using fuzzy logic
Priority Applications (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
EP03796046A EP1573668A2 (fr) | 2002-11-29 | 2003-11-24 | Procede permettant d expliquer une decision prise par un mod ele d agregation multicritere compensatoire |
US10/536,427 US7236964B2 (en) | 2002-11-29 | 2003-11-24 | Method of explaining a decision taken by a compensatory multi-criteria aggregation model |
AU2003298314A AU2003298314A1 (en) | 2002-11-29 | 2003-11-24 | Method of explaining a decision taken by a compensatory multi-criteria aggregation model |
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR02/15064 | 2002-11-29 | ||
FR0215064A FR2848006A1 (fr) | 2002-11-29 | 2002-11-29 | Procede permettant d'expliquer une decision prise par un modele d'agregation multicritere compensatoire |
Publications (2)
Publication Number | Publication Date |
---|---|
WO2004051562A2 WO2004051562A2 (fr) | 2004-06-17 |
WO2004051562A8 true WO2004051562A8 (fr) | 2005-11-10 |
Family
ID=32309857
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
PCT/EP2003/050879 WO2004051562A2 (fr) | 2002-11-29 | 2003-11-24 | Procede permettant d'expliquer une decision prise par un modele d'agregation multicritere compensatoire |
Country Status (5)
Country | Link |
---|---|
US (1) | US7236964B2 (fr) |
EP (1) | EP1573668A2 (fr) |
AU (1) | AU2003298314A1 (fr) |
FR (1) | FR2848006A1 (fr) |
WO (1) | WO2004051562A2 (fr) |
Families Citing this family (16)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8615379B2 (en) * | 2006-12-11 | 2013-12-24 | Tufts University | Method for mutli-stage spatial sampling with multiple criteria |
US20140278375A1 (en) * | 2013-03-14 | 2014-09-18 | Trinity College Dublin | Methods and system for calculating affect scores in one or more documents |
US10318970B2 (en) | 2013-10-04 | 2019-06-11 | International Business Machines Corporation | Generating a succinct approximate representation of a time series |
US10395198B2 (en) | 2013-10-04 | 2019-08-27 | International Business Machines Corporation | Forecasting a time series based on actuals and a plan |
US10127240B2 (en) | 2014-10-17 | 2018-11-13 | Zestfinance, Inc. | API for implementing scoring functions |
FR3034230A1 (fr) * | 2015-03-26 | 2016-09-30 | Thales Sa | Procede d'explication d'un score |
US10339467B2 (en) | 2015-06-02 | 2019-07-02 | International Business Machines Corporation | Quantitative discovery of name changes |
WO2018204701A1 (fr) * | 2017-05-04 | 2018-11-08 | Zestfinance, Inc. | Systèmes et procédés pour fournir des informations d'explicabilité de modèle d'apprentissage automatique |
US11941650B2 (en) | 2017-08-02 | 2024-03-26 | Zestfinance, Inc. | Explainable machine learning financial credit approval model for protected classes of borrowers |
WO2019212857A1 (fr) | 2018-05-04 | 2019-11-07 | Zestfinance, Inc. | Systèmes et procédés pour enrichir des outils de modélisation et une infrastructure de modélisation en éléments sémantiques |
CN111062548A (zh) * | 2018-10-17 | 2020-04-24 | 南方电网科学研究院有限责任公司 | 一种企业决策辅助实时数据采集及评价方法 |
US11816541B2 (en) | 2019-02-15 | 2023-11-14 | Zestfinance, Inc. | Systems and methods for decomposition of differentiable and non-differentiable models |
US10977729B2 (en) | 2019-03-18 | 2021-04-13 | Zestfinance, Inc. | Systems and methods for model fairness |
US11321638B2 (en) | 2020-03-16 | 2022-05-03 | Kyndryl, Inc. | Interoperable smart AI enabled evaluation of models |
CN112116028A (zh) * | 2020-09-29 | 2020-12-22 | 联想(北京)有限公司 | 模型决策解释实现方法、装置及计算机设备 |
US11720962B2 (en) | 2020-11-24 | 2023-08-08 | Zestfinance, Inc. | Systems and methods for generating gradient-boosted models with improved fairness |
Family Cites Families (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5995728A (en) * | 1995-06-30 | 1999-11-30 | Forman; Ernest H. | Computer implemented method of generating and displaying objectives from pros and cons for evaluating decision alternatives |
US5717865A (en) * | 1995-09-25 | 1998-02-10 | Stratmann; William C. | Method for assisting individuals in decision making processes |
US5983220A (en) * | 1995-11-15 | 1999-11-09 | Bizrate.Com | Supporting intuitive decision in complex multi-attributive domains using fuzzy, hierarchical expert models |
US5832465A (en) * | 1997-04-07 | 1998-11-03 | General Electric Company | Method for building a self-learning evidential reasoning system |
US6826552B1 (en) * | 1999-02-05 | 2004-11-30 | Xfi Corporation | Apparatus and methods for a computer aided decision-making system |
US6304833B1 (en) * | 1999-04-27 | 2001-10-16 | The United States Of America As Represented By The Secretary Of The Navy | Hypothesis selection for evidential reasoning systems |
US6697799B1 (en) * | 1999-09-10 | 2004-02-24 | Requisite Technology, Inc. | Automated classification of items using cascade searches |
US6751600B1 (en) * | 2000-05-30 | 2004-06-15 | Commerce One Operations, Inc. | Method for automatic categorization of items |
US6826541B1 (en) * | 2000-11-01 | 2004-11-30 | Decision Innovations, Inc. | Methods, systems, and computer program products for facilitating user choices among complex alternatives using conjoint analysis |
US6951008B2 (en) * | 2001-03-29 | 2005-09-27 | General Electric Company | Evidential reasoning system and method |
US6957202B2 (en) * | 2001-05-26 | 2005-10-18 | Hewlett-Packard Development Company L.P. | Model selection for decision support systems |
US20030078900A1 (en) * | 2001-06-29 | 2003-04-24 | Dool Jacques Van Den | Distributed decision processing system with advanced comparison engine |
-
2002
- 2002-11-29 FR FR0215064A patent/FR2848006A1/fr not_active Withdrawn
-
2003
- 2003-11-24 EP EP03796046A patent/EP1573668A2/fr not_active Ceased
- 2003-11-24 WO PCT/EP2003/050879 patent/WO2004051562A2/fr not_active Application Discontinuation
- 2003-11-24 US US10/536,427 patent/US7236964B2/en not_active Expired - Lifetime
- 2003-11-24 AU AU2003298314A patent/AU2003298314A1/en not_active Abandoned
Also Published As
Publication number | Publication date |
---|---|
FR2848006A1 (fr) | 2004-06-04 |
AU2003298314A1 (en) | 2004-06-23 |
US7236964B2 (en) | 2007-06-26 |
US20060047613A1 (en) | 2006-03-02 |
WO2004051562A2 (fr) | 2004-06-17 |
EP1573668A2 (fr) | 2005-09-14 |
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