SG11202006609QA - Systems and methods for preparing data for use by machine learning algorithms - Google Patents

Systems and methods for preparing data for use by machine learning algorithms

Info

Publication number
SG11202006609QA
SG11202006609QA SG11202006609QA SG11202006609QA SG11202006609QA SG 11202006609Q A SG11202006609Q A SG 11202006609QA SG 11202006609Q A SG11202006609Q A SG 11202006609QA SG 11202006609Q A SG11202006609Q A SG 11202006609QA SG 11202006609Q A SG11202006609Q A SG 11202006609QA
Authority
SG
Singapore
Prior art keywords
systems
methods
machine learning
learning algorithms
preparing data
Prior art date
Application number
SG11202006609QA
Other languages
English (en)
Inventor
Jack Copper
Original Assignee
Jack Copper
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Jack Copper filed Critical Jack Copper
Publication of SG11202006609QA publication Critical patent/SG11202006609QA/en

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Classifications

    • 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
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20—Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/22—Indexing; Data structures therefor; Storage structures
    • 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
    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • G06N5/022—Knowledge engineering; Knowledge acquisition

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Train Traffic Observation, Control, And Security (AREA)
SG11202006609QA 2018-01-22 2019-01-21 Systems and methods for preparing data for use by machine learning algorithms SG11202006609QA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862620059P 2018-01-22 2018-01-22
PCT/US2019/014392 WO2019144066A1 (en) 2018-01-22 2019-01-21 Systems and methods for preparing data for use by machine learning algorithms

Publications (1)

Publication Number Publication Date
SG11202006609QA true SG11202006609QA (en) 2020-08-28

Family

ID=67301239

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202006609QA SG11202006609QA (en) 2018-01-22 2019-01-21 Systems and methods for preparing data for use by machine learning algorithms

Country Status (7)

Country Link
US (2) US10713597B2 (ja)
EP (1) EP3743859A4 (ja)
JP (1) JP7169369B2 (ja)
AU (1) AU2019210306A1 (ja)
CA (1) CA3088899C (ja)
SG (1) SG11202006609QA (ja)
WO (1) WO2019144066A1 (ja)

Families Citing this family (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102461631B1 (ko) * 2018-09-12 2022-10-31 삼성에스디에스 주식회사 데이터의 결측치 보정 방법 및 장치
US12007980B2 (en) * 2019-01-17 2024-06-11 The Boston Consulting Group, Inc. AI-driven transaction management system
US11837002B2 (en) * 2019-02-01 2023-12-05 Intuit Inc. System and method for spatial encoding and feature generators for enhancing information extraction
US20200265270A1 (en) * 2019-02-20 2020-08-20 Caseware International Inc. Mutual neighbors
US10810630B1 (en) * 2019-03-29 2020-10-20 Adp, Llc Method and system for predictive modeling of signage location and pricing
US20220335964A1 (en) 2019-10-15 2022-10-20 Nec Corporation Model generation method, model generation apparatus, and program
US11893772B1 (en) * 2019-12-06 2024-02-06 Amazon Technologies, Inc. Artificial intelligence system with iterative two-phase active learning
JP7510760B2 (ja) 2020-01-15 2024-07-04 キヤノンメディカルシステムズ株式会社 医用情報処理装置及び医用情報処理システム
CN111460229B (zh) * 2020-02-23 2023-06-09 华中科技大学 单用户多工作负载之间json解析优化方法和系统
US11555943B2 (en) 2020-03-20 2023-01-17 Saudi Arabian Oil Company Method for identifying misallocated historical production data using machine learning to improve a predictive ability of a reservoir simulation
CA3179205A1 (en) * 2020-04-03 2021-10-07 Insurance Services Office, Inc. Systems and methods for computer modeling using incomplete data
CN111553072B (zh) * 2020-04-27 2023-11-03 新奥数能科技有限公司 设备特性曲线的确定方法及装置
US11593714B2 (en) * 2020-05-06 2023-02-28 Citrix Systems, Inc. Adaptive anomaly detector
CA3120412C (en) * 2020-06-02 2024-06-25 Banque Nationale Du Canada An automated and dynamic method and system for clustering data records
US11615272B2 (en) * 2020-06-17 2023-03-28 Capital One Services, Llc Anomaly analysis using a blockchain, and applications thereof
US11568284B2 (en) 2020-06-26 2023-01-31 Intuit Inc. System and method for determining a structured representation of a form document utilizing multiple machine learning models
US11640573B2 (en) * 2020-07-29 2023-05-02 Dell Products L.P. Intelligent scoring model for assessing the skills of a customer support agent
US20220083918A1 (en) * 2020-09-16 2022-03-17 International Business Machines Corporation Intelligent scoring of missing data records
CN112115369B (zh) * 2020-09-29 2023-08-18 中国银行股份有限公司 特征数据的筛选方法、装置、电子设备及计算机存储介质
CN112464569A (zh) * 2020-12-10 2021-03-09 北京明略软件系统有限公司 一种机器学习方法及系统
KR102362872B1 (ko) * 2021-06-08 2022-02-15 오브젠 주식회사 인공지능 학습을 위한 클린 라벨 데이터 정제 방법
US20230196453A1 (en) * 2021-12-22 2023-06-22 Brex Inc. Deduplication of accounts using account data collision detected by machine learning models
CN115282401B (zh) * 2022-07-22 2023-04-21 深圳市第二人民医院(深圳市转化医学研究院) 静脉输液泵控制系统、静脉输液泵控制方法和存储介质
CN116204820B (zh) * 2023-04-24 2023-07-21 山东科技大学 一种基于稀有类挖掘的冲击危险性等级判别方法

Family Cites Families (22)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6260036B1 (en) * 1998-05-07 2001-07-10 Ibm Scalable parallel algorithm for self-organizing maps with applications to sparse data mining problems
US6826550B2 (en) * 2000-12-15 2004-11-30 International Business Machines Corporation Method, system, and program for converting application program code to executable code using neural networks based on characteristics of the inputs
US7089592B2 (en) 2001-03-15 2006-08-08 Brighterion, Inc. Systems and methods for dynamic detection and prevention of electronic fraud
US8380594B2 (en) 2004-10-22 2013-02-19 Itg Software Solutions, Inc. Methods and systems for using multiple data sets to analyze performance metrics of targeted companies
US7593903B2 (en) 2004-12-03 2009-09-22 Hewlett-Packard Development Company, L.P. Method and medium for feature selection of partially labeled data
WO2007147166A2 (en) 2006-06-16 2007-12-21 Quantum Leap Research, Inc. Consilence of data-mining
JP2007334719A (ja) 2006-06-16 2007-12-27 Hitachi Software Eng Co Ltd 遺伝子発現解析の欠損値補完システム
US7921069B2 (en) * 2007-06-28 2011-04-05 Yahoo! Inc. Granular data for behavioral targeting using predictive models
US8514392B1 (en) 2010-01-06 2013-08-20 The United States Of America As Represented By The Secretary Of The Army Spectrophotopolarimeter sensor and artificial neural network analytics for distant chemical and biological threat detection
US9094291B1 (en) 2010-12-14 2015-07-28 Symantec Corporation Partial risk score calculation for a data object
US8443013B1 (en) 2011-07-29 2013-05-14 Google Inc. Predictive analytical modeling for databases
JP5454827B1 (ja) 2012-02-24 2014-03-26 日本電気株式会社 文書評価装置、文書評価方法、及びプログラム
US9349105B2 (en) * 2013-12-18 2016-05-24 International Business Machines Corporation Machine learning with incomplete data sets
US20180053114A1 (en) 2014-10-23 2018-02-22 Brighterion, Inc. Artificial intelligence for context classifier
US9697469B2 (en) * 2014-08-13 2017-07-04 Andrew McMahon Method and system for generating and aggregating models based on disparate data from insurance, financial services, and public industries
US20160078367A1 (en) * 2014-10-15 2016-03-17 Brighterion, Inc. Data clean-up method for improving predictive model training
US9697248B1 (en) 2014-11-20 2017-07-04 CoreLogic Credco, LLC Supervised machine learning of data de-duplication
US10733515B1 (en) * 2017-02-21 2020-08-04 Amazon Technologies, Inc. Imputing missing values in machine learning models
US10325224B1 (en) * 2017-03-23 2019-06-18 Palantir Technologies Inc. Systems and methods for selecting machine learning training data
US10402741B2 (en) * 2017-05-18 2019-09-03 Sas Institute Inc. Analytic system based on multiple task learning with incomplete data
US11436428B2 (en) * 2017-06-06 2022-09-06 Sightline Innovation Inc. System and method for increasing data quality in a machine learning process
US10776760B2 (en) * 2017-11-17 2020-09-15 The Boeing Company Machine learning based repair forecasting

Also Published As

Publication number Publication date
WO2019144066A1 (en) 2019-07-25
CA3088899A1 (en) 2019-07-25
US20190340533A1 (en) 2019-11-07
JP2021518024A (ja) 2021-07-29
US20200401939A1 (en) 2020-12-24
AU2019210306A1 (en) 2020-07-30
EP3743859A4 (en) 2021-11-17
JP7169369B2 (ja) 2022-11-10
US10713597B2 (en) 2020-07-14
EP3743859A1 (en) 2020-12-02
CA3088899C (en) 2021-04-06

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