JP7682268B2 - エンティティがターゲットパラメータを充足しない確率を計算するための機械学習モデルアンサンブル - Google Patents

エンティティがターゲットパラメータを充足しない確率を計算するための機械学習モデルアンサンブル Download PDF

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JP7682268B2
JP7682268B2 JP2023521978A JP2023521978A JP7682268B2 JP 7682268 B2 JP7682268 B2 JP 7682268B2 JP 2023521978 A JP2023521978 A JP 2023521978A JP 2023521978 A JP2023521978 A JP 2023521978A JP 7682268 B2 JP7682268 B2 JP 7682268B2
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ダニエル ロン
メイール モティ
メイモン オロン
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JP2023521978A 2020-06-21 2021-06-16 エンティティがターゲットパラメータを充足しない確率を計算するための機械学習モデルアンサンブル Active JP7682268B2 (ja)

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US16/907,251 2020-06-21
US16/907,251 US11176495B1 (en) 2020-06-21 2020-06-21 Machine learning model ensemble for computing likelihood of an entity failing to meet a target parameter
PCT/IL2021/050729 WO2021260678A1 (en) 2020-06-21 2021-06-16 Machine learning model ensemble for computing likelihood of an entity failing to meet a target parameter

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JP7682268B2 true JP7682268B2 (ja) 2025-05-23

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Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11556825B2 (en) * 2019-11-26 2023-01-17 International Business Machines Corporation Data label verification using few-shot learners
US11394774B2 (en) * 2020-02-10 2022-07-19 Subash Sundaresan System and method of certification for incremental training of machine learning models at edge devices in a peer to peer network
JP7127080B2 (ja) * 2020-03-19 2022-08-29 ヤフー株式会社 判定装置、判定方法及び判定プログラム
US20210350426A1 (en) 2020-05-07 2021-11-11 Nowcasting.ai, Inc. Architecture for data processing and user experience to provide decision support
US12099955B2 (en) * 2021-04-05 2024-09-24 Mastercard International Incorporated Machine learning models based methods and systems for determining prospective acquisitions between business entities
US12169844B2 (en) * 2021-06-30 2024-12-17 EMC IP Holding Company LLC Methods and systems for identifying breakpoints in variable impact on model results
US20230084370A1 (en) * 2021-09-16 2023-03-16 Rain Technologies Inc. Dynamically updating account access based on employment data
US20230094635A1 (en) * 2021-09-28 2023-03-30 Intuit Inc. Subscriber retention and future action prediction
US12602486B2 (en) * 2021-10-26 2026-04-14 Cyberwrite Inc. System and method for evaluating an organization's risk for exposure to cyber security events
US11531943B1 (en) * 2021-11-18 2022-12-20 Slate Technologies Inc. Intelligence driven method and system for multi-factor optimization of schedules and resource recommendations for smart construction
US11868686B2 (en) * 2022-03-04 2024-01-09 Slate Technologies Inc. System and method for manufacture and customization of construction assemblies in a computing environment
US11907885B1 (en) 2022-03-29 2024-02-20 Slate Technologies Inc. System and method for computational simulation and augmented/virtual reality in a construction environment
CN114708608B (zh) * 2022-06-06 2022-09-16 浙商银行股份有限公司 一种银行票据全自动化特征工程方法及装置
CN115438849B (zh) * 2022-08-29 2026-01-27 北京航空航天大学 一种基于集成学习的装备后续备件需求预测方法
CN116089612A (zh) * 2023-01-19 2023-05-09 京东城市(北京)数字科技有限公司 分类模型的训练方法、画像生成方法、装置、介质及设备
US12141873B2 (en) * 2023-03-10 2024-11-12 S&P Global Inc. Deep neural network assisted prediction using Monte Carlo simulations
US12159313B1 (en) 2023-10-18 2024-12-03 Slate Technologies Inc. System and method for computational prediction and recommendation of real-world entities and their value assertion
US12282897B1 (en) 2024-01-23 2025-04-22 Slate Technologies Inc. System and method for establishing contextual links between data in a construction environment
JP7789156B1 (ja) * 2024-09-27 2025-12-19 三菱電機デジタルイノベーション株式会社 ネットワーク分析システム、ネットワーク分析方法、およびネットワーク分析プログラム
KR102894784B1 (ko) * 2024-12-24 2025-12-02 포항공과대학교 산학협력단 앙상블 모델을 이용한 이미지 검색 방법 및 그 전자 장치

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2009122851A (ja) 2007-11-13 2009-06-04 Internatl Business Mach Corp <Ibm> データを分類する技術
US20160104163A1 (en) 2014-10-14 2016-04-14 Jpmorgan Chase Bank, N.A. ldentifying Potentially Risky Transactions
WO2019217876A1 (en) 2018-05-10 2019-11-14 Equifax Inc. Training or using sets of explainable machine-learning modeling algorithms for predicting timing of events

Family Cites Families (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7761351B2 (en) * 2004-04-29 2010-07-20 Ford Motor Company Method and system for assessing the risk of a vehicle dealership defaulting on a financial obligation
US7457808B2 (en) * 2004-12-17 2008-11-25 Xerox Corporation Method and apparatus for explaining categorization decisions
IL188726A (en) * 2008-01-10 2013-05-30 Deutsche Telekom Ag A stacking scheme for tasks was classified
AU2012203348B2 (en) * 2011-06-08 2013-11-07 Accenture Global Services Limited High-risk procurement analytics and scoring system
WO2014075108A2 (en) * 2012-11-09 2014-05-15 The Trustees Of Columbia University In The City Of New York Forecasting system using machine learning and ensemble methods
US9256838B2 (en) * 2013-03-15 2016-02-09 International Business Machines Corporation Scalable online hierarchical meta-learning
US11250502B2 (en) * 2013-09-27 2022-02-15 Insperity Services, L.P. Method, apparatus and system for automatically generating a report
US20150095210A1 (en) * 2013-09-27 2015-04-02 Brian Grech Merchant loan management and processing
US9449344B2 (en) * 2013-12-23 2016-09-20 Sap Se Dynamically retraining a prediction model based on real time transaction data
WO2018085643A1 (en) * 2016-11-04 2018-05-11 Google Llc Mixture of experts neural networks
US20190073714A1 (en) * 2017-06-05 2019-03-07 Mo Tecnologias, Llc System and method for issuing a loan to a consumer determined to be creditworthy onto a transaction card
US11244388B2 (en) * 2017-06-08 2022-02-08 Flowcast, Inc. Methods and systems for assessing performance and risk in financing supply chain
WO2019067542A1 (en) * 2017-09-28 2019-04-04 D5Ai Llc Joint optimization of ensembles in deep learning
US20190114704A1 (en) * 2017-10-13 2019-04-18 QCash Financial, LLC Statistical model for making lending decisions
US11741398B2 (en) * 2018-08-03 2023-08-29 Samsung Electronics Co., Ltd. Multi-layered machine learning system to support ensemble learning
US20200065897A1 (en) * 2018-08-24 2020-02-27 Zetatango Technology Inc. Financial instrument pricing
US11468371B2 (en) * 2018-09-22 2022-10-11 Securonix, Inc. Prediction explainer for ensemble learning

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2009122851A (ja) 2007-11-13 2009-06-04 Internatl Business Mach Corp <Ibm> データを分類する技術
US20160104163A1 (en) 2014-10-14 2016-04-14 Jpmorgan Chase Bank, N.A. ldentifying Potentially Risky Transactions
WO2019217876A1 (en) 2018-05-10 2019-11-14 Equifax Inc. Training or using sets of explainable machine-learning modeling algorithms for predicting timing of events

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