SG11202106314VA - Methods for detecting and interpreting data anomalies, and related systems and devices - Google Patents

Methods for detecting and interpreting data anomalies, and related systems and devices

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Publication number
SG11202106314VA
SG11202106314VA SG11202106314VA SG11202106314VA SG11202106314VA SG 11202106314V A SG11202106314V A SG 11202106314VA SG 11202106314V A SG11202106314V A SG 11202106314VA SG 11202106314V A SG11202106314V A SG 11202106314VA SG 11202106314V A SG11202106314V A SG 11202106314VA
Authority
SG
Singapore
Prior art keywords
detecting
methods
devices
related systems
interpreting data
Prior art date
Application number
SG11202106314VA
Inventor
Amanda Schierz
Jeremy Achin
Zachary Mayer
Xavier Conort
Original Assignee
Datarobot Inc
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 Datarobot Inc filed Critical Datarobot Inc
Publication of SG11202106314VA publication Critical patent/SG11202106314VA/en

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    • 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
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0635—Risk analysis of enterprise or organisation activities
    • 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
    • G06F16/23—Updating
    • G06F16/2365—Ensuring data consistency and integrity
    • 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
    • G06F16/23—Updating
    • G06F16/2379—Updates performed during online database operations; commit processing
    • 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
    • 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
    • G06N5/025—Extracting rules from data
    • 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
    • G06Q10/06—Resources, workflows, human or project management; Enterprise or organisation planning; Enterprise or organisation modelling
    • G06Q10/063—Operations research, analysis or management
    • G06Q10/0637—Strategic management or analysis, e.g. setting a goal or target of an organisation; Planning actions based on goals; Analysis or evaluation of effectiveness of goals
    • G06Q10/06375—Prediction of business process outcome or impact based on a proposed change
    • 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
    • G06Q30/00—Commerce
    • G06Q30/018—Certifying business or products
    • G06Q30/0185—Product, service or business identity fraud
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L63/00—Network architectures or network communication protocols for network security
    • H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
    • H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
    • H04L63/1425—Traffic logging, e.g. anomaly detection
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
    • 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
    • G06N5/046—Forward inferencing; Production systems
    • 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
    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/02—Banking, e.g. interest calculation or account maintenance
    • 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
    • G06Q40/00—Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08—Insurance

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Human Resources & Organizations (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Economics (AREA)
  • Strategic Management (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • Computer Security & Cryptography (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Marketing (AREA)
  • Development Economics (AREA)
  • General Business, Economics & Management (AREA)
  • Educational Administration (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Operations Research (AREA)
  • Game Theory and Decision Science (AREA)
  • Quality & Reliability (AREA)
  • Tourism & Hospitality (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Computational Linguistics (AREA)
  • Computer Hardware Design (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Technology Law (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
SG11202106314VA 2018-12-13 2019-12-13 Methods for detecting and interpreting data anomalies, and related systems and devices SG11202106314VA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862779172P 2018-12-13 2018-12-13
PCT/US2019/066381 WO2020124037A1 (en) 2018-12-13 2019-12-13 Methods for detecting and interpreting data anomalies, and related systems and devices

Publications (1)

Publication Number Publication Date
SG11202106314VA true SG11202106314VA (en) 2021-07-29

Family

ID=69160432

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11202106314VA SG11202106314VA (en) 2018-12-13 2019-12-13 Methods for detecting and interpreting data anomalies, and related systems and devices

Country Status (7)

Country Link
US (1) US11386075B2 (en)
EP (1) EP3895096A1 (en)
JP (1) JP2022514509A (en)
KR (1) KR20210145126A (en)
AU (1) AU2019398468A1 (en)
SG (1) SG11202106314VA (en)
WO (1) WO2020124037A1 (en)

Families Citing this family (48)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11334832B2 (en) * 2018-10-03 2022-05-17 Verint Americas Inc. Risk assessment using Poisson Shelves
US11533326B2 (en) 2019-05-01 2022-12-20 Oracle International Corporation Systems and methods for multivariate anomaly detection in software monitoring
US11494775B2 (en) * 2019-09-04 2022-11-08 Walmart Apollo, Llc Methods and apparatus for payment fraud detection
US11941502B2 (en) * 2019-09-04 2024-03-26 Optum Services (Ireland) Limited Manifold-anomaly detection with axis parallel
US11455638B2 (en) 2019-09-04 2022-09-27 Walmart Apollo, Llc Methods and apparatus for payment fraud detection
WO2021084286A1 (en) * 2019-10-30 2021-05-06 Citrix Systems, Inc. Root cause analysis in multivariate unsupervised anomaly detection
US11716338B2 (en) * 2019-11-26 2023-08-01 Tweenznet Ltd. System and method for determining a file-access pattern and detecting ransomware attacks in at least one computer network
US11580554B2 (en) * 2019-12-27 2023-02-14 LendingClub Bank, National Association Multi-layered credit card with transaction-dependent source selection
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
US20230067026A1 (en) 2020-02-17 2023-03-02 DataRobot, Inc. Automated data analytics methods for non-tabular data, and related systems and apparatus
US11501239B2 (en) * 2020-03-18 2022-11-15 International Business Machines Corporation Metric specific machine learning model improvement through metric specific outlier removal
US11568316B2 (en) * 2020-04-07 2023-01-31 Mandiant, Inc. Churn-aware machine learning for cybersecurity threat detection
CN111737382A (en) * 2020-05-15 2020-10-02 百度在线网络技术（北京）有限公司 Ranking method of geographic position points, method for training ranking model and corresponding device
CN115867873A (en) * 2020-06-30 2023-03-28 西门子股份公司 Providing alerts related to anomaly scores assigned to input data methods and systems
US11620578B2 (en) * 2020-07-08 2023-04-04 Vmware, Inc. Unsupervised anomaly detection via supervised methods
US20220027916A1 (en) * 2020-07-23 2022-01-27 Socure, Inc. Self Learning Machine Learning Pipeline for Enabling Binary Decision Making
CN111857097B (en) * 2020-07-27 2023-10-31 中国南方电网有限责任公司超高压输电公司昆明局 Industrial control system abnormality diagnosis information identification method based on word frequency and inverse document frequency
US20220092612A1 (en) * 2020-09-21 2022-03-24 Larsen & Toubro Infotech Ltd System and method for automatically detecting anomaly present within dataset(s)
US20220107847A1 (en) * 2020-10-07 2022-04-07 Microsoft Technology Licensing, Llc Computing system for determining quality of virtual machine telemetry data
US11824877B2 (en) 2020-11-10 2023-11-21 Armis Security Ltd. System and method for anomaly detection interpretation
US20220180179A1 (en) * 2020-12-09 2022-06-09 International Business Machines Corporation Detecting anomalies in computer systems based on forecasted timeseries
US20220197679A1 (en) * 2020-12-18 2022-06-23 Advanced Micro Devices (Shanghai) Co., Ltd. Modifying device status in single virtual function mode
KR20220091291A (en) * 2020-12-23 2022-06-30 주식회사 엘지에너지솔루션 Apparatus and method for machine-learning learning
US11823366B2 (en) * 2020-12-28 2023-11-21 Wipro Limited System and method for anomaly detection using images
US20220300903A1 (en) * 2021-03-19 2022-09-22 The Toronto-Dominion Bank System and method for dynamically predicting fraud using machine learning
US11544715B2 (en) 2021-04-12 2023-01-03 Socure, Inc. Self learning machine learning transaction scores adjustment via normalization thereof accounting for underlying transaction score bases
US11647052B2 (en) 2021-04-22 2023-05-09 Netskope, Inc. Synthetic request injection to retrieve expired metadata for cloud policy enforcement
US11178188B1 (en) 2021-04-22 2021-11-16 Netskope, Inc. Synthetic request injection to generate metadata for cloud policy enforcement
US11303647B1 (en) 2021-04-22 2022-04-12 Netskope, Inc. Synthetic request injection to disambiguate bypassed login events for cloud policy enforcement
US11184403B1 (en) 2021-04-23 2021-11-23 Netskope, Inc. Synthetic request injection to generate metadata at points of presence for cloud security enforcement
US11190550B1 (en) 2021-04-22 2021-11-30 Netskope, Inc. Synthetic request injection to improve object security posture for cloud security enforcement
US11336698B1 (en) 2021-04-22 2022-05-17 Netskope, Inc. Synthetic request injection for cloud policy enforcement
US11271973B1 (en) 2021-04-23 2022-03-08 Netskope, Inc. Synthetic request injection to retrieve object metadata for cloud policy enforcement
US11271972B1 (en) * 2021-04-23 2022-03-08 Netskope, Inc. Data flow logic for synthetic request injection for cloud security enforcement
US20220366316A1 (en) * 2021-05-12 2022-11-17 Capital One Services, Llc Ensemble machine learning for anomaly detection
US20220382833A1 (en) * 2021-05-13 2022-12-01 Airhop Communications, Inc. Methods and apparatus for automatic anomaly detection
US11991201B2 (en) * 2021-06-18 2024-05-21 Microsoft Technology Licensing, Llc Likelihood assessment for security incident alerts
US11922357B2 (en) * 2021-10-07 2024-03-05 Charter Communications Operating, Llc System and method for identifying and handling data quality anomalies
CN114285604A (en) * 2021-12-07 2022-04-05 集美大学 Network access behavior detection method and device
US11580842B1 (en) * 2021-12-11 2023-02-14 Adapdix Corporation Real-time alert management using machine learning
WO2023126078A1 (en) * 2021-12-28 2023-07-06 Telefonaktiebolaget Lm Ericsson (Publ) Methods and apparatus for data anomaly detection
US20230237044A1 (en) * 2022-01-24 2023-07-27 Dell Products L.P. Evaluation framework for anomaly detection using aggregated time-series signals
US11943260B2 (en) 2022-02-02 2024-03-26 Netskope, Inc. Synthetic request injection to retrieve metadata for cloud policy enforcement
EP4243341A1 (en) * 2022-03-10 2023-09-13 Vocalink Limited Method and device for monitoring of network events
KR102437098B1 (en) * 2022-04-15 2022-08-25 이찬영 Method and apparatus for determining error data based on artificial intenigence
US20230385849A1 (en) * 2022-05-31 2023-11-30 Mastercard International Incorporated Identification of fraudulent healthcare providers through multipronged ai modeling
WO2024013939A1 (en) * 2022-07-14 2024-01-18 富士通株式会社 Machine learning program, machine learning method, and information processing device
CN116304641B (en) * 2023-05-15 2023-09-15 山东省计算中心（国家超级计算济南中心） Anomaly detection interpretation method and system based on reference point search and feature interaction

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7225343B1 (en) * 2002-01-25 2007-05-29 The Trustees Of Columbia University In The City Of New York System and methods for adaptive model generation for detecting intrusions in computer systems
US7668843B2 (en) * 2004-12-22 2010-02-23 Regents Of The University Of Minnesota Identification of anomalous data records
US10140576B2 (en) * 2014-08-10 2018-11-27 Palo Alto Research Center Incorporated Computer-implemented system and method for detecting anomalies using sample-based rule identification
US10579938B2 (en) * 2016-01-20 2020-03-03 Fair Isaac Corporation Real time autonomous archetype outlier analytics
US11416751B2 (en) 2017-03-31 2022-08-16 H2O.Ai Inc. Time-based ensemble machine learning model
US20180293462A1 (en) 2017-03-31 2018-10-11 H2O.Ai Inc. Embedded predictive machine learning models
US11475372B2 (en) 2018-03-26 2022-10-18 H2O.Ai Inc. Evolved machine learning models
US11386342B2 (en) 2018-04-20 2022-07-12 H2O.Ai Inc. Model interpretation
US11922283B2 (en) 2018-04-20 2024-03-05 H2O.Ai Inc. Model interpretation

Also Published As

Publication number Publication date
EP3895096A1 (en) 2021-10-20
US11386075B2 (en) 2022-07-12
WO2020124037A1 (en) 2020-06-18
KR20210145126A (en) 2021-12-01
AU2019398468A1 (en) 2021-07-15
JP2022514509A (en) 2022-02-14
US20210103580A1 (en) 2021-04-08

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