CN118214644A - 用于增量式质心集群的方法和系统 - Google Patents

用于增量式质心集群的方法和系统 Download PDF

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Publication number
CN118214644A
CN118214644A CN202311721101.3A CN202311721101A CN118214644A CN 118214644 A CN118214644 A CN 118214644A CN 202311721101 A CN202311721101 A CN 202311721101A CN 118214644 A CN118214644 A CN 118214644A
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China
Prior art keywords
cluster
computing device
data points
data point
data
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Pending
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CN202311721101.3A
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English (en)
Chinese (zh)
Inventor
S·J·亨克尔
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BlackBerry Ltd
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BlackBerry Ltd
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Application filed by BlackBerry Ltd filed Critical BlackBerry Ltd
Publication of CN118214644A publication Critical patent/CN118214644A/zh
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]

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  • 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)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Virology (AREA)
  • Mathematical Physics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Debugging And Monitoring (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
CN202311721101.3A 2022-12-16 2023-12-14 用于增量式质心集群的方法和系统 Pending CN118214644A (zh)

Applications Claiming Priority (2)

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

Publications (1)

Publication Number Publication Date
CN118214644A true CN118214644A (zh) 2024-06-18

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CN202311721101.3A Pending CN118214644A (zh) 2022-12-16 2023-12-14 用于增量式质心集群的方法和系统

Country Status (5)

Country Link
US (2) US12511387B2 (cg-RX-API-DMAC7.html)
EP (1) EP4386637A1 (cg-RX-API-DMAC7.html)
JP (1) JP2024086626A (cg-RX-API-DMAC7.html)
CN (1) CN118214644A (cg-RX-API-DMAC7.html)
CA (1) CA3220172A1 (cg-RX-API-DMAC7.html)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN121117929A (zh) * 2025-08-28 2025-12-12 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

Families Citing this family (1)

* 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

Family Cites Families (15)

* 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
JP5510760B2 (ja) * 2010-05-17 2014-06-04 株式会社日立製作所 計算機システム、及び、規則生成方法
JP5977958B2 (ja) * 2012-02-29 2016-08-24 綜合警備保障株式会社 特異データ検出装置および特異データ検出方法
US10410135B2 (en) * 2015-05-21 2019-09-10 Software Ag Usa, Inc. Systems and/or methods for dynamic anomaly detection in machine sensor data
JP6778132B2 (ja) * 2017-03-13 2020-10-28 株式会社日立製作所 設備機器の異常診断システム
US10242087B2 (en) * 2017-05-12 2019-03-26 International Business Machines Corporation Cluster evaluation in unsupervised learning of continuous data
US20210117858A1 (en) * 2018-03-19 2021-04-22 Nec Corporation Information processing device, information processing method, and storage medium
US10802942B2 (en) * 2018-12-28 2020-10-13 Intel Corporation Methods and apparatus to detect anomalies of a monitored system
US20220051139A1 (en) * 2018-12-28 2022-02-17 Telefonaktiebolaget Lm Ericsson (Publ) Wireless device, a network node and methods therein for training of a machine learning model
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

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN121117929A (zh) * 2025-08-28 2025-12-12 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

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Publication number Publication date
US20260087136A1 (en) 2026-03-26
EP4386637A1 (en) 2024-06-19
US20240202336A1 (en) 2024-06-20
US12511387B2 (en) 2025-12-30
JP2024086626A (ja) 2024-06-27
CA3220172A1 (en) 2024-06-16

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