JP2024086626A - インクリメンタル重心クラスタリングのための方法およびシステム - Google Patents

インクリメンタル重心クラスタリングのための方法およびシステム Download PDF

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Publication number
JP2024086626A
JP2024086626A JP2023206683A JP2023206683A JP2024086626A JP 2024086626 A JP2024086626 A JP 2024086626A JP 2023206683 A JP2023206683 A JP 2023206683A JP 2023206683 A JP2023206683 A JP 2023206683A JP 2024086626 A JP2024086626 A JP 2024086626A
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Japan
Prior art keywords
data points
computing device
clusters
cluster
data
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JP2023206683A
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Japanese (ja)
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JP2024086626A5 (enExample
Inventor
ジョン ヘンケル スティーブン
John Henkel Steven
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BlackBerry Ltd
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BlackBerry Ltd
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Publication of JP2024086626A publication Critical patent/JP2024086626A/ja
Publication of JP2024086626A5 publication Critical patent/JP2024086626A5/ja
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
    • G06F21/55—Detecting local intrusion or implementing counter-measures
    • G06F21/56—Computer malware detection or handling, e.g. anti-virus arrangements
    • G06F21/566—Dynamic detection, i.e. detection performed at run-time, e.g. emulation, suspicious activities
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/0631—Management of faults, events, alarms or notifications using root cause analysis; using analysis of correlation between notifications, alarms or events based on decision criteria, e.g. hierarchy, tree or time analysis
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06F16/28—Databases characterised by their database models, e.g. relational or object models
    • G06F16/284—Relational databases
    • G06F16/285—Clustering or classification
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/069—Management of faults, events, alarms or notifications using logs of notifications; Post-processing of notifications
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/16—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks using machine learning or artificial intelligence
    • 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
    • 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
    • H04L63/1433—Vulnerability analysis
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L9/00—Cryptographic mechanisms or cryptographic arrangements for secret or secure communications; Network security protocols
    • H04L9/40—Network security protocols
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W24/00—Supervisory, monitoring or testing arrangements
    • H04W24/04—Arrangements for maintaining operational condition
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04W—WIRELESS COMMUNICATION NETWORKS
    • H04W84/00—Network topologies
    • H04W84/02—Hierarchically pre-organised networks, e.g. paging networks, cellular networks, WLAN [Wireless Local Area Network] or WLL [Wireless Local Loop]
    • H04W84/04—Large scale networks; Deep hierarchical networks
    • H04W84/08—Trunked mobile radio systems
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2221/00—Indexing scheme relating to security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
    • G06F2221/03—Indexing scheme relating to G06F21/50, monitoring users, programs or devices to maintain the integrity of platforms
    • G06F2221/034—Test or assess a computer or a system
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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]

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Security & Cryptography (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Theoretical Computer Science (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Computer Hardware Design (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Virology (AREA)
  • Mathematical Physics (AREA)
  • Debugging And Monitoring (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
JP2023206683A 2022-12-16 2023-12-07 インクリメンタル重心クラスタリングのための方法およびシステム Pending JP2024086626A (ja)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US18/083,102 US12511387B2 (en) 2022-12-16 2022-12-16 Method and system for incremental centroid clustering
US18/083,102 2022-12-16

Publications (2)

Publication Number Publication Date
JP2024086626A true JP2024086626A (ja) 2024-06-27
JP2024086626A5 JP2024086626A5 (enExample) 2026-03-27

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JP2023206683A Pending JP2024086626A (ja) 2022-12-16 2023-12-07 インクリメンタル重心クラスタリングのための方法およびシステム

Country Status (5)

Country Link
US (2) US12511387B2 (enExample)
EP (1) EP4386637A1 (enExample)
JP (1) JP2024086626A (enExample)
CN (1) CN118214644A (enExample)
CA (1) CA3220172A1 (enExample)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20250086464A1 (en) * 2023-09-11 2025-03-13 Successkpi, Inc. Executing playbooks based on cluster drift
CN121117929B (zh) * 2025-08-28 2026-05-01 南京奕虎科技有限公司 一种企业多源异构数据自动化融合方法及系统

Citations (6)

* Cited by examiner, † Cited by third party
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JPH0765168A (ja) * 1993-08-31 1995-03-10 Hitachi Ltd 関数近似装置及び方法
WO2011145374A1 (ja) * 2010-05-17 2011-11-24 株式会社日立製作所 計算機システム、及び、規則生成方法
JP2013182340A (ja) * 2012-02-29 2013-09-12 Sogo Keibi Hosho Co Ltd 特異データ検出装置および特異データ検出方法
JP2018151821A (ja) * 2017-03-13 2018-09-27 株式会社日立製作所 設備機器の異常診断システム
WO2019180778A1 (ja) * 2018-03-19 2019-09-26 日本電気株式会社 情報処理装置、情報処理方法及び記録媒体
WO2020139179A1 (en) * 2018-12-28 2020-07-02 Telefonaktiebolaget Lm Ericsson (Publ) A wireless device, a network node and methods therein for training of a machine learning model

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US10410135B2 (en) * 2015-05-21 2019-09-10 Software Ag Usa, Inc. Systems and/or methods for dynamic anomaly detection in machine sensor data
US10242087B2 (en) * 2017-05-12 2019-03-26 International Business Machines Corporation Cluster evaluation in unsupervised learning of continuous data
US10802942B2 (en) * 2018-12-28 2020-10-13 Intel Corporation Methods and apparatus to detect anomalies of a monitored system
US11533326B2 (en) * 2019-05-01 2022-12-20 Oracle International Corporation Systems and methods for multivariate anomaly detection in software monitoring
US11237897B2 (en) * 2019-07-25 2022-02-01 International Business Machines Corporation Detecting and responding to an anomaly in an event log
US11079731B2 (en) * 2019-10-07 2021-08-03 Honeywell International Inc. Multi-site building management system
KR102455758B1 (ko) * 2020-01-30 2022-10-17 가부시키가이샤 스크린 홀딩스 데이터 처리 방법, 데이터 처리 장치 및 기억 매체
US11507785B2 (en) * 2020-04-30 2022-11-22 Bae Systems Information And Electronic Systems Integration Inc. Anomaly detection system using multi-layer support vector machines and method thereof
US11831664B2 (en) * 2020-06-03 2023-11-28 Netskope, Inc. Systems and methods for anomaly detection

Patent Citations (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH0765168A (ja) * 1993-08-31 1995-03-10 Hitachi Ltd 関数近似装置及び方法
WO2011145374A1 (ja) * 2010-05-17 2011-11-24 株式会社日立製作所 計算機システム、及び、規則生成方法
JP2013182340A (ja) * 2012-02-29 2013-09-12 Sogo Keibi Hosho Co Ltd 特異データ検出装置および特異データ検出方法
JP2018151821A (ja) * 2017-03-13 2018-09-27 株式会社日立製作所 設備機器の異常診断システム
WO2019180778A1 (ja) * 2018-03-19 2019-09-26 日本電気株式会社 情報処理装置、情報処理方法及び記録媒体
WO2020139179A1 (en) * 2018-12-28 2020-07-02 Telefonaktiebolaget Lm Ericsson (Publ) A wireless device, a network node and methods therein for training of a machine learning model

Also Published As

Publication number Publication date
CN118214644A (zh) 2024-06-18
US12511387B2 (en) 2025-12-30
US20240202336A1 (en) 2024-06-20
US20260087136A1 (en) 2026-03-26
EP4386637A1 (en) 2024-06-19
CA3220172A1 (en) 2024-06-16

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