JP7224339B2 - 改善された異常検知システム - Google Patents

改善された異常検知システム Download PDF

Info

Publication number
JP7224339B2
JP7224339B2 JP2020511746A JP2020511746A JP7224339B2 JP 7224339 B2 JP7224339 B2 JP 7224339B2 JP 2020511746 A JP2020511746 A JP 2020511746A JP 2020511746 A JP2020511746 A JP 2020511746A JP 7224339 B2 JP7224339 B2 JP 7224339B2
Authority
JP
Japan
Prior art keywords
physical entity
partition
anomaly
values
communication module
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
JP2020511746A
Other languages
English (en)
Japanese (ja)
Other versions
JP2020532010A (ja
JP2020532010A5 (enExample
Inventor
マティスカ，トーマス
ストリップリング，エウゲン
チジ，バラク
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
KBC Group NV
Original Assignee
KBC Group NV
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 KBC Group NV filed Critical KBC Group NV
Publication of JP2020532010A publication Critical patent/JP2020532010A/ja
Publication of JP2020532010A5 publication Critical patent/JP2020532010A5/ja
Application granted granted Critical
Publication of JP7224339B2 publication Critical patent/JP7224339B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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
    • G06F16/23—Updating
    • G06F16/2365—Ensuring data consistency and integrity
    • 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
    • G06F21/554—Detecting local intrusion or implementing counter-measures involving event detection and direct action
    • 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
    • G06F16/23—Updating
    • G06F16/2379—Updates performed during online database operations; commit processing
    • 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
    • G06F16/27—Replication, distribution or synchronisation of data between databases or within a distributed database system; Distributed database system architectures therefor
    • G06F16/278—Data partitioning, e.g. horizontal or vertical partitioning
    • 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
    • G06F21/552—Detecting local intrusion or implementing counter-measures involving long-term monitoring or reporting
    • 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
    • G06F21/556—Detecting local intrusion or implementing counter-measures involving covert channels, i.e. data leakage between processes
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Business, Economics & Management (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Computer Security & Cryptography (AREA)
  • Data Mining & Analysis (AREA)
  • Accounting & Taxation (AREA)
  • Finance (AREA)
  • Strategic Management (AREA)
  • Marketing (AREA)
  • Economics (AREA)
  • General Business, Economics & Management (AREA)
  • Development Economics (AREA)
  • Computing Systems (AREA)
  • Computer Hardware Design (AREA)
  • Technology Law (AREA)
  • Artificial Intelligence (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Financial Or Insurance-Related Operations Such As Payment And Settlement (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Debugging And Monitoring (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
JP2020511746A 2017-08-31 2018-08-31 改善された異常検知システム Active JP7224339B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
EP17188880.3 2017-08-31
EP17188880.3A EP3451219A1 (en) 2017-08-31 2017-08-31 Improved anomaly detection
PCT/EP2018/073481 WO2019043163A1 (en) 2017-08-31 2018-08-31 Improved anomaly detection

Publications (3)

Publication Number Publication Date
JP2020532010A JP2020532010A (ja) 2020-11-05
JP2020532010A5 JP2020532010A5 (enExample) 2021-09-02
JP7224339B2 true JP7224339B2 (ja) 2023-02-17

Family

ID=59772441

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2020511746A Active JP7224339B2 (ja) 2017-08-31 2018-08-31 改善された異常検知システム

Country Status (9)

Country Link
US (2) US11194787B2 (enExample)
EP (2) EP3451219A1 (enExample)
JP (1) JP7224339B2 (enExample)
AU (1) AU2018326573B2 (enExample)
CA (1) CA3070309C (enExample)
ES (1) ES2877112T3 (enExample)
HU (1) HUE054547T2 (enExample)
IL (1) IL272764B2 (enExample)
WO (1) WO2019043163A1 (enExample)

Families Citing this family (55)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12099571B2 (en) * 2018-01-18 2024-09-24 Ge Infrastructure Technology Llc Feature extractions to model large-scale complex control systems
WO2020008339A1 (en) * 2018-07-02 2020-01-09 3M Innovative Properties Company Sensing system and method for monitoring time-dependent processes
US10818386B2 (en) * 2018-11-21 2020-10-27 Enlitic, Inc. Multi-label heat map generating system
CA3125449A1 (en) * 2018-12-31 2020-07-09 Tempus Labs A method and process for predicting and analyzing patient cohort response, progression, and survival
US11875903B2 (en) 2018-12-31 2024-01-16 Tempus Labs, Inc. Method and process for predicting and analyzing patient cohort response, progression, and survival
CN109951554A (zh) * 2019-03-25 2019-06-28 北京理工大学 信息安全技术竞赛实时反作弊方法
US11444964B2 (en) 2019-06-04 2022-09-13 Telefonaktiebolaget Lm Ericsson (Publ) Method and arrangement for detecting anomalies in network data traffic
CN110458713B (zh) * 2019-07-05 2023-10-13 中国平安人寿保险股份有限公司 模型监控方法、装置、计算机设备及存储介质
WO2021014029A1 (es) * 2019-07-22 2021-01-28 Telefónica Iot & Big Data Tech, S.A. Método para detectar anomalías en comunicaciones de datos
CN110516815B (zh) 2019-08-29 2025-03-07 腾讯科技（深圳）有限公司 人工智能推荐模型的特征处理方法、装置及电子设备
US11271958B2 (en) * 2019-09-20 2022-03-08 International Business Machines Corporation Efficient unsupervised anomaly detection on homomorphically encrypted data
US11755734B2 (en) * 2019-09-30 2023-09-12 Mcafee, Llc Analysis priority of objects from cross-sectional variance
US11475024B2 (en) 2019-10-18 2022-10-18 Splunk Inc. Anomaly and outlier explanation generation for data ingested to a data intake and query system
US11620157B2 (en) 2019-10-18 2023-04-04 Splunk Inc. Data ingestion pipeline anomaly detection
WO2021084286A1 (en) * 2019-10-30 2021-05-06 Citrix Systems, Inc. Root cause analysis in multivariate unsupervised anomaly detection
CN110852860B (zh) * 2019-11-15 2024-11-08 北京优途豪程汽车科技发展有限公司 车辆维修报销行为异常检测方法、设备及存储介质
US11582249B2 (en) 2019-11-27 2023-02-14 Telefonaktiebolaget Lm Ericsson (Publ) Computer-implemented method and arrangement for classifying anomalies
US11556568B2 (en) * 2020-01-29 2023-01-17 Optum Services (Ireland) Limited Apparatuses, methods, and computer program products for data perspective generation and visualization
US11312374B2 (en) * 2020-01-31 2022-04-26 International Business Machines Corporation Prediction of accident risk based on anomaly detection
US11423227B2 (en) * 2020-02-13 2022-08-23 International Business Machines Corporation Weak supervised abnormal entity detection
US11647030B2 (en) * 2020-02-21 2023-05-09 Intuit Inc. Detecting fraud rings in information technology systems
US10826927B1 (en) 2020-03-05 2020-11-03 Fmr Llc Systems and methods for data exfiltration detection
US11179644B2 (en) 2020-03-30 2021-11-23 Electronic Arts Inc. Videogame telemetry data and game asset tracker for session recordings
EP3896543A1 (en) * 2020-04-15 2021-10-20 Siemens Aktiengesellschaft Device for evaluating a classification made for a measured data point
US11446570B2 (en) 2020-05-08 2022-09-20 Electronic Arts Inc. Automated test multiplexing system
US12174689B1 (en) * 2020-05-18 2024-12-24 University Of South Florida System and method for online multivariate anomaly detection and localization
US12066883B2 (en) * 2020-05-19 2024-08-20 Electronic Arts Inc. Glitch detection system
US11620578B2 (en) * 2020-07-08 2023-04-04 Vmware, Inc. Unsupervised anomaly detection via supervised methods
US11475332B2 (en) * 2020-07-12 2022-10-18 International Business Machines Corporation Selecting forecasting models by machine learning based on analysis of model robustness
US11663176B2 (en) 2020-07-31 2023-05-30 Splunk Inc. Data field extraction model training for a data intake and query system
US12205022B2 (en) 2020-07-31 2025-01-21 Splunk Inc. Data field extraction by a data intake and query system
US11704490B2 (en) 2020-07-31 2023-07-18 Splunk Inc. Log sourcetype inference model training for a data intake and query system
CN111951027A (zh) * 2020-08-14 2020-11-17 上海冰鉴信息科技有限公司 具有欺诈风险的企业识别方法及装置
US20220092064A1 (en) * 2020-09-21 2022-03-24 International Business Machines Corporation Sample pair selection in entity matching analysis
WO2022073116A1 (en) * 2020-10-06 2022-04-14 Bank Of Montreal Systems and methods for predicting operational events
US11824877B2 (en) * 2020-11-10 2023-11-21 Armis Security Ltd. System and method for anomaly detection interpretation
US11687438B1 (en) 2021-01-29 2023-06-27 Splunk Inc. Adaptive thresholding of data streamed to a data processing pipeline
US20240185965A1 (en) * 2021-03-31 2024-06-06 Sunovion Pharmaceuticals Inc. Computational Model and Methods for Selecting Clinical Trial Subjects to Reduce Heterogeneity
US20220382833A1 (en) * 2021-05-13 2022-12-01 Airhop Communications, Inc. Methods and apparatus for automatic anomaly detection
US20220374736A1 (en) * 2021-05-21 2022-11-24 Humana Inc. Machine learning platform for optimizing communication resources for communicating with users
US12136484B2 (en) 2021-11-05 2024-11-05 Altis Labs, Inc. Method and apparatus utilizing image-based modeling in healthcare
US20230186075A1 (en) * 2021-12-09 2023-06-15 Nutanix, Inc. Anomaly detection with model hyperparameter selection
US11979421B2 (en) * 2021-12-31 2024-05-07 International Business Machines Corporation Cluster-based outlier scoring of network traffic
US12182255B2 (en) * 2022-01-31 2024-12-31 Walmart Apollo, Llc Systems and methods for automated rule-based detection
CN114661795B (zh) * 2022-03-30 2024-12-31 华北水利水电大学 基于folof算法的运动员离群点解释方法及装置
KR102766355B1 (ko) * 2022-04-22 2025-02-13 한국수력원자력 주식회사 딥러닝 기반의 방사성핵종 이상탐지 방법
US12470593B2 (en) 2022-07-11 2025-11-11 Armis Security Ltd. Malicious lateral movement detection using remote system protocols
EP4310727A1 (en) * 2022-07-20 2024-01-24 Thesee Improved online scoring
US11995068B1 (en) 2023-05-03 2024-05-28 International Business Machines Corporation Anomaly detection of entity behavior
CN116304962B (zh) * 2023-05-25 2023-08-04 湖南东润智能仪表有限公司 一种用于水表计量数据的智能异常监测方法
US12468739B2 (en) * 2023-10-27 2025-11-11 Protegrity Us Holding, Llc Detection of susceptibility of membership inference attacks on synthetic data
WO2025192637A1 (ja) * 2024-03-14 2025-09-18 日本電気株式会社 監視システム
KR102867814B1 (ko) * 2024-03-28 2025-10-13 주식회사 엘지유플러스 이상 탐지를 위한 방법, 이를 위한 기기, 저장매체 및 컴퓨터 프로그램
US20250307844A1 (en) * 2024-04-02 2025-10-02 MediConCen Limited Generative AI Based Medical Insurance Claim Fraud Wastage and Abuse Detection System
CN118426997B (zh) * 2024-06-28 2024-10-18 北京云成金融信息服务有限公司 一种用于异常数据的定位及溯源方法

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2007098426A2 (en) 2006-02-17 2007-08-30 Test Advantage, Inc. Methods and apparatus for data analysis
JP2012208710A (ja) 2011-03-29 2012-10-25 Panasonic Corp 属性推定装置
JP6185206B1 (ja) 2017-05-31 2017-08-23 オーナンバ株式会社 太陽光発電システムの異常または異常の予兆を検出するための方法及び装置

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6269375B1 (en) * 1998-04-01 2001-07-31 International Business Machines Corporation Rebalancing partitioned data
US6260036B1 (en) * 1998-05-07 2001-07-10 Ibm Scalable parallel algorithm for self-organizing maps with applications to sparse data mining problems
US7380039B2 (en) * 2003-12-30 2008-05-27 3Tera, Inc. Apparatus, method and system for aggregrating computing resources
US9694286B2 (en) * 2014-02-27 2017-07-04 Mohammad Iman Khabazian Anomaly detection for rules-based system
US9489630B2 (en) * 2014-05-23 2016-11-08 DataRobot, Inc. Systems and techniques for predictive data analytics
US20160379309A1 (en) 2015-06-24 2016-12-29 IGATE Global Solutions Ltd. Insurance Fraud Detection and Prevention System
DE102015114015A1 (de) 2015-08-24 2017-03-02 Carl Zeiss Ag Maschinelles lernen
US10045218B1 (en) * 2016-07-27 2018-08-07 Argyle Data, Inc. Anomaly detection in streaming telephone network data
US10402396B2 (en) * 2016-10-20 2019-09-03 Microsoft Technology Licensing, Llc Online fraud detection system in an electronic content exchange
SG11202010731VA (en) * 2018-05-06 2020-11-27 Strong Force Tx Portfolio 2018 Llc Methods and systems for improving machines and systems that automate execution of distributed ledger and other transactions in spot and forward markets for energy, compute, storage and other resources

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2007098426A2 (en) 2006-02-17 2007-08-30 Test Advantage, Inc. Methods and apparatus for data analysis
JP2012208710A (ja) 2011-03-29 2012-10-25 Panasonic Corp 属性推定装置
JP6185206B1 (ja) 2017-05-31 2017-08-23 オーナンバ株式会社 太陽光発電システムの異常または異常の予兆を検出するための方法及び装置

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
OTEY, M. E., et al.，Fast Distributed Outlier Detection in Mixed-Attribute Data Sets，The Ohio State University Technical Report Series, Computer Science and Engineering Research Center，2005年06月22日，[retrieved on 2022-06-30], Retrieved from the Internet: <URL: http://web.cse.ohio-state.edu/tech-report/2005/TR42.pdf>，OSU-CISRC-6/05-TR42
SUN, L., et al.，Detecting Anomalous User Behavior Using an Extended Isolation Forest Algorithm: An Enterprise Case Study，arXiv.org [onlin]，2016年09月21日，[retrieved on 2022-06-30], Retrieved from the Internet: <URL: https://arxiv.org/abs.1609.06676>
和田かず美，多変量外れ値の検出 ～MSD法とその改良手法について～，統計研究彙報，2010年03月，No. 67，pp. 89-157，[retrieved on 2022-06-30], Retrieved from the Internet: <URL: https://www.stat.go.jp/training/2kenkyu/2-2-674.html>

Also Published As

Publication number Publication date
US20200334228A1 (en) 2020-10-22
EP3451219A1 (en) 2019-03-06
CA3070309C (en) 2024-01-02
IL272764A (en) 2020-04-30
HUE054547T2 (hu) 2021-09-28
JP2020532010A (ja) 2020-11-05
IL272764B2 (en) 2023-05-01
CA3070309A1 (en) 2019-03-07
IL272764B1 (en) 2023-01-01
US11194787B2 (en) 2021-12-07
AU2018326573A1 (en) 2020-02-06
EP3676740B1 (en) 2021-04-14
US11599524B2 (en) 2023-03-07
EP3676740A1 (en) 2020-07-08
US20220050820A1 (en) 2022-02-17
WO2019043163A1 (en) 2019-03-07
ES2877112T3 (es) 2021-11-16
AU2018326573B2 (en) 2022-12-08

Similar Documents

Publication Publication Date Title
JP7224339B2 (ja) 改善された異常検知システム
US12294584B2 (en) System and method for predictive platforms in identity management artificial intelligence systems using analysis of network identity graphs
Roeslin et al. A machine learning damage prediction model for the 2017 Puebla-Morelos, Mexico, earthquake
US9661010B2 (en) Security log mining devices, methods, and systems
Tollenaar et al. Which method predicts recidivism best?: a comparison of statistical, machine learning and data mining predictive models
US11870800B1 (en) Cyber security risk assessment and cyber security insurance platform
US20200192894A1 (en) System and method for using data incident based modeling and prediction
CN111612041A (zh) 异常用户识别方法及装置、存储介质、电子设备
Mohan et al. Improving anti-money laundering in bitcoin using evolving graph convolutions and deep neural decision forest
Nguyen et al. Enhancing Credit Risk Management with Machine Learning: A Comparative Study of Predictive Models for Credit Default Prediction
Banulescu‐Radu et al. Practical guideline to efficiently detect insurance fraud in the era of machine learning: A household insurance case
Seitshiro et al. Credit risk prediction with and without weights of evidence using quantitative learning models
US12339932B2 (en) Classification system
Mbiva et al. Machine learning to enhance the detection of terrorist financing and suspicious transactions in migrant remittances
Boldt et al. Predicting burglars’ risk exposure and level of pre-crime preparation using crime scene data
Douglass et al. Measuring the landscape of civil war: Evaluating geographic coding decisions with historic data from the Mau Mau rebellion
Portela et al. The search of conditional outliers
Bediroglu et al. A crime prevention system in spatiotemporal principles with repeat, near-repeat analysis and crime density mapping: case study Turkey, Trabzon
Lebakula et al. Geographical insights into suicide mortality through spatial machine learning
Nyawambi et al. Mitigating Racial Algorithmic Bias in Healthcare Artificial Intelligent Systems: A Fairness-Aware Machine Learning Approach
El Furqany et al. Hybrid ensemble learning with SMOTEENN and soft voting for stunting risk prediction: A SHAP-based explainable approach
Li et al. Unleashing predicting a comparative study of machine learning for bankruptcy risk prediction
Santos Júnior Using machine learning to classify criminal macrocauses in smart city contexts
Wongbutdee et al. Comparative analysis of extreme gradient boosting and TabNet models for spatiotemporal prediction of melioidosis using satellite-derived environmental data
Dilla College of Engineering and Technology

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210721

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20210721

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20220630

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20220705

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220909

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20230110

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20230207

R150 Certificate of patent or registration of utility model

Ref document number: 7224339

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

S111 Request for change of ownership or part of ownership

Free format text: JAPANESE INTERMEDIATE CODE: R313113

R350 Written notification of registration of transfer

Free format text: JAPANESE INTERMEDIATE CODE: R350