CA2912751A1 - Systeme d'aide a la decision multicritere avec generation automatique d'explications, et procede correspondant - Google Patents
Systeme d'aide a la decision multicritere avec generation automatique d'explications, et procede correspondantInfo
- Publication number
- CA2912751A1 CA2912751A1 CA2912751A CA2912751A CA2912751A1 CA 2912751 A1 CA2912751 A1 CA 2912751A1 CA 2912751 A CA2912751 A CA 2912751A CA 2912751 A CA2912751 A CA 2912751A CA 2912751 A1 CA2912751 A1 CA 2912751A1
- Authority
- CA
- Canada
- Prior art keywords
- criteria
- alternative
- score
- given
- explanation
- Prior art date
- Legal status (The legal status 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 status listed.)
- Pending
Links
- 238000000034 method Methods 0.000 title claims description 33
- 230000003993 interaction Effects 0.000 claims abstract description 93
- 238000011156 evaluation Methods 0.000 claims abstract description 30
- 230000008569 process Effects 0.000 claims description 19
- 239000000654 additive Substances 0.000 claims description 7
- 230000000295 complement effect Effects 0.000 claims description 4
- 238000010276 construction Methods 0.000 claims description 4
- 238000004220 aggregation Methods 0.000 description 45
- 230000002776 aggregation Effects 0.000 description 44
- 230000006870 function Effects 0.000 description 12
- 238000002360 preparation method Methods 0.000 description 4
- 238000001914 filtration Methods 0.000 description 2
- 230000008520 organization Effects 0.000 description 2
- 230000001174 ascending effect Effects 0.000 description 1
- 210000004899 c-terminal region Anatomy 0.000 description 1
- 230000015556 catabolic process Effects 0.000 description 1
- 230000008859 change Effects 0.000 description 1
- PCHJSUWPFVWCPO-UHFFFAOYSA-N gold Chemical compound [Au] PCHJSUWPFVWCPO-UHFFFAOYSA-N 0.000 description 1
- 239000010931 gold Substances 0.000 description 1
- 229910052737 gold Inorganic materials 0.000 description 1
- 210000004722 stifle Anatomy 0.000 description 1
- 239000010981 turquoise Substances 0.000 description 1
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
- G06N5/045—Explanation of inference; Explainable artificial intelligence [XAI]; Interpretable artificial intelligence
-
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Business, Economics & Management (AREA)
- Physics & Mathematics (AREA)
- Data Mining & Analysis (AREA)
- Entrepreneurship & Innovation (AREA)
- Human Resources & Organizations (AREA)
- Strategic Management (AREA)
- General Physics & Mathematics (AREA)
- General Business, Economics & Management (AREA)
- Evolutionary Computation (AREA)
- Quality & Reliability (AREA)
- Operations Research (AREA)
- Marketing (AREA)
- Economics (AREA)
- Medical Informatics (AREA)
- Artificial Intelligence (AREA)
- Computational Linguistics (AREA)
- Tourism & Hospitality (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- User Interface Of Digital Computer (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
- Financial Or Insurance-Related Operations Such As Payment And Settlement (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR1301148 | 2013-05-17 | ||
FR1301148A FR3005769A1 (fr) | 2013-05-17 | 2013-05-17 | Systeme d'aide a la decision multicritere avec generation automatique d'explications et procede correspondant |
PCT/EP2014/060170 WO2014184381A2 (fr) | 2013-05-17 | 2014-05-16 | Système d'aide à la décision multicritère avec génération automatique d'explications, et procédé correspondant |
Publications (1)
Publication Number | Publication Date |
---|---|
CA2912751A1 true CA2912751A1 (fr) | 2014-11-20 |
Family
ID=49474456
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CA2912751A Pending CA2912751A1 (fr) | 2013-05-17 | 2014-05-16 | Systeme d'aide a la decision multicritere avec generation automatique d'explications, et procede correspondant |
Country Status (4)
Country | Link |
---|---|
EP (1) | EP2997526A2 (de) |
CA (1) | CA2912751A1 (de) |
FR (1) | FR3005769A1 (de) |
WO (1) | WO2014184381A2 (de) |
Families Citing this family (9)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10127240B2 (en) | 2014-10-17 | 2018-11-13 | Zestfinance, Inc. | API for implementing scoring functions |
US20180322406A1 (en) * | 2017-05-04 | 2018-11-08 | Zestfinance, Inc. | Systems and methods for providing machine learning model explainability information |
US11941650B2 (en) | 2017-08-02 | 2024-03-26 | Zestfinance, Inc. | Explainable machine learning financial credit approval model for protected classes of borrowers |
US11960981B2 (en) | 2018-03-09 | 2024-04-16 | Zestfinance, Inc. | Systems and methods for providing machine learning model evaluation by using decomposition |
WO2019212857A1 (en) | 2018-05-04 | 2019-11-07 | Zestfinance, Inc. | Systems and methods for enriching modeling tools and infrastructure with semantics |
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 |
US11720962B2 (en) | 2020-11-24 | 2023-08-08 | Zestfinance, Inc. | Systems and methods for generating gradient-boosted models with improved fairness |
-
2013
- 2013-05-17 FR FR1301148A patent/FR3005769A1/fr active Pending
-
2014
- 2014-05-16 EP EP14726924.5A patent/EP2997526A2/de not_active Ceased
- 2014-05-16 CA CA2912751A patent/CA2912751A1/fr active Pending
- 2014-05-16 WO PCT/EP2014/060170 patent/WO2014184381A2/fr active Application Filing
Also Published As
Publication number | Publication date |
---|---|
EP2997526A2 (de) | 2016-03-23 |
WO2014184381A2 (fr) | 2014-11-20 |
WO2014184381A3 (fr) | 2015-02-19 |
FR3005769A1 (fr) | 2014-11-21 |
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Legal Events
Date | Code | Title | Description |
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EEER | Examination request |
Effective date: 20190416 |
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EEER | Examination request |
Effective date: 20190416 |
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EEER | Examination request |
Effective date: 20190416 |
|
EEER | Examination request |
Effective date: 20190416 |
|
EEER | Examination request |
Effective date: 20190416 |
|
EEER | Examination request |
Effective date: 20190416 |
|
EEER | Examination request |
Effective date: 20190416 |
|
EEER | Examination request |
Effective date: 20190416 |