SG11202003694QA - Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data - Google Patents
Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory dataInfo
- Publication number
- SG11202003694QA SG11202003694QA SG11202003694QA SG11202003694QA SG11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA SG 11202003694Q A SG11202003694Q A SG 11202003694QA
- Authority
- SG
- Singapore
- Prior art keywords
- based machine
- learning modeling
- modeling algorithms
- explanatory data
- training tree
- Prior art date
Links
Classifications
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- 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
- G06N5/00—Computing arrangements using knowledge-based models
- G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
-
- 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
-
- 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
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/US2017/059010 WO2019088972A1 (en) | 2017-10-30 | 2017-10-30 | Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11202003694QA true SG11202003694QA (en) | 2020-05-28 |
Family
ID=66332681
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11202003694QA SG11202003694QA (en) | 2017-10-30 | 2017-10-30 | Training tree-based machine-learning modeling algorithms for predicting outputs and generating explanatory data |
Country Status (6)
Country | Link |
---|---|
US (2) | US10963817B2 (en) |
EP (1) | EP3704641A4 (en) |
AU (2) | AU2017437537B2 (en) |
CA (1) | CA3080050A1 (en) |
SG (1) | SG11202003694QA (en) |
WO (1) | WO2019088972A1 (en) |
Families Citing this family (30)
Publication number | Priority date | Publication date | Assignee | Title |
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US8036979B1 (en) | 2006-10-05 | 2011-10-11 | Experian Information Solutions, Inc. | System and method for generating a finance attribute from tradeline data |
US8606666B1 (en) | 2007-01-31 | 2013-12-10 | Experian Information Solutions, Inc. | System and method for providing an aggregation tool |
US8606626B1 (en) | 2007-01-31 | 2013-12-10 | Experian Information Solutions, Inc. | Systems and methods for providing a direct marketing campaign planning environment |
US10262362B1 (en) | 2014-02-14 | 2019-04-16 | Experian Information Solutions, Inc. | Automatic generation of code for attributes |
US10242019B1 (en) | 2014-12-19 | 2019-03-26 | Experian Information Solutions, Inc. | User behavior segmentation using latent topic detection |
US20210027182A1 (en) * | 2018-03-21 | 2021-01-28 | Visa International Service Association | Automated machine learning systems and methods |
US10529018B1 (en) * | 2018-07-16 | 2020-01-07 | Capital One Services, Llc | Credit scoring and pre-approval engine integration |
JP7119820B2 (en) * | 2018-09-18 | 2022-08-17 | 富士通株式会社 | Prediction program, prediction method and learning device |
US11410051B2 (en) * | 2018-09-30 | 2022-08-09 | XL Catlin | Systems and methods for generating blended variable importance measures corresponding to specific targets |
JP7059220B2 (en) * | 2019-02-15 | 2022-04-25 | 株式会社日立製作所 | Machine learning program verification device and machine learning program verification method |
JP7392304B2 (en) * | 2019-07-05 | 2023-12-06 | 富士通株式会社 | Prediction program, prediction method and prediction device |
KR102461731B1 (en) * | 2019-07-12 | 2022-11-01 | 한국전자통신연구원 | Method and apparatus for performing machine learning based on correlation between features |
CN110795603B (en) * | 2019-10-29 | 2021-02-19 | 支付宝(杭州)信息技术有限公司 | Prediction method and device based on tree model |
US11797868B1 (en) * | 2019-12-05 | 2023-10-24 | American Express Travel Related Services Company, Inc. | Computer-based systems having computer engines and data structures configured for machine learning data insight prediction and methods of use thereof |
CN111105305A (en) * | 2019-12-06 | 2020-05-05 | 安徽海汇金融投资集团有限公司 | Machine learning-based receivable and receivable cash cashing risk control method and system |
DE102020000327A1 (en) * | 2020-01-21 | 2021-07-22 | Mtu Friedrichshafen Gmbh | Method for model-based control and regulation of an internal combustion engine |
US10999434B1 (en) * | 2020-06-02 | 2021-05-04 | Bank Of America Corporation | Artificial intelligence (“AI”) integration with live chat |
US11620577B2 (en) | 2020-07-01 | 2023-04-04 | International Business Machines Corporation | Multi-modal data explainer pipeline |
CN112035453B (en) * | 2020-08-27 | 2024-03-12 | 平安科技(深圳)有限公司 | Recommendation method, device and storage medium based on GBDT high-order feature combination |
CA3095309A1 (en) * | 2020-09-07 | 2022-03-07 | The Toronto-Dominion Bank | Application of trained artificial intelligence processes to encrypted data within a distributed computing environment |
CN112766350B (en) * | 2021-01-12 | 2024-02-02 | 深圳前海微众银行股份有限公司 | Method, device and equipment for constructing two-classification model and computer readable storage medium |
US20220301021A1 (en) * | 2021-03-19 | 2022-09-22 | Capital One Services, Llc | Methods and systems for generating real-time recommendations using machine learning models |
CN113241132B (en) * | 2021-05-07 | 2022-12-09 | 北京理工大学 | Method and system for establishing machine learning model for predicting material irradiation damage |
CN113610243B (en) * | 2021-08-12 | 2023-10-13 | 中节能天融科技有限公司 | Atmospheric pollutant tracing method based on coupled machine learning and correlation analysis |
US20230096633A1 (en) * | 2021-09-28 | 2023-03-30 | Oracle International Corporation | Optimized tree ensemble based demand model |
US11928633B2 (en) * | 2021-11-12 | 2024-03-12 | Mckinsey & Company, Inc. | Systems and methods for simulating a risk model over time |
US20230169564A1 (en) * | 2021-11-29 | 2023-06-01 | Taudata Co., Ltd. | Artificial intelligence-based shopping mall purchase prediction device |
WO2023214792A1 (en) * | 2022-05-04 | 2023-11-09 | 삼성전자 주식회사 | Electronic device and method for generating representative data for base station model training |
IL295124A (en) * | 2022-07-27 | 2024-02-01 | Citrusx Ltd | Computerized analysis of a trained machine learning model |
CN117094123A (en) * | 2023-07-12 | 2023-11-21 | 广东省科学院生态环境与土壤研究所 | Soil carbon fixation driving force identification method, device and medium based on interpretable model |
Family Cites Families (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6154736A (en) | 1997-07-30 | 2000-11-28 | Microsoft Corporation | Belief networks with decision graphs |
US20070260563A1 (en) * | 2006-04-17 | 2007-11-08 | International Business Machines Corporation | Method to continuously diagnose and model changes of real-valued streaming variables |
US10460347B2 (en) * | 2012-12-30 | 2019-10-29 | Certona Corporation | Extracting predictive segments from sampled data |
US10339465B2 (en) | 2014-06-30 | 2019-07-02 | Amazon Technologies, Inc. | Optimized decision tree based models |
EP3238313A4 (en) | 2014-12-22 | 2018-08-08 | Robert Bosch GmbH | Method for adaptive demand charge reduction |
JP6010204B1 (en) | 2015-10-26 | 2016-10-19 | ファナック株式会社 | Machine learning apparatus and method for learning predicted life of power element, life prediction apparatus and motor driving apparatus equipped with machine learning apparatus |
-
2017
- 2017-10-30 SG SG11202003694QA patent/SG11202003694QA/en unknown
- 2017-10-30 CA CA3080050A patent/CA3080050A1/en active Pending
- 2017-10-30 AU AU2017437537A patent/AU2017437537B2/en active Active
- 2017-10-30 WO PCT/US2017/059010 patent/WO2019088972A1/en unknown
- 2017-10-30 EP EP17930823.4A patent/EP3704641A4/en active Pending
- 2017-10-30 US US16/341,046 patent/US10963817B2/en active Active
-
2021
- 2021-02-22 US US17/182,053 patent/US20210174264A1/en active Pending
-
2024
- 2024-02-09 AU AU2024200810A patent/AU2024200810A1/en active Pending
Also Published As
Publication number | Publication date |
---|---|
WO2019088972A1 (en) | 2019-05-09 |
AU2017437537A1 (en) | 2020-05-07 |
EP3704641A1 (en) | 2020-09-09 |
AU2024200810A1 (en) | 2024-02-29 |
EP3704641A4 (en) | 2021-08-25 |
US20200387832A1 (en) | 2020-12-10 |
US20210174264A1 (en) | 2021-06-10 |
AU2017437537B2 (en) | 2023-11-09 |
US10963817B2 (en) | 2021-03-30 |
CA3080050A1 (en) | 2019-05-09 |
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