CN107526667A - 一种指标异常检测方法、装置以及电子设备 - Google Patents
一种指标异常检测方法、装置以及电子设备 Download PDFInfo
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Abstract
Description
Claims (15)
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710629717.6A CN107526667B (zh) | 2017-07-28 | 2017-07-28 | 一种指标异常检测方法、装置以及电子设备 |
TW107116751A TWI709931B (zh) | 2017-07-28 | 2018-05-17 | 一種指標異常檢測方法、裝置以及電子設備 |
PCT/CN2018/097338 WO2019020094A1 (zh) | 2017-07-28 | 2018-07-27 | 一种指标异常检测方法、装置以及电子设备 |
EP18838643.7A EP3644186A4 (en) | 2017-07-28 | 2018-07-27 | METHOD, DEVICE AND ELECTRONIC DEVICE FOR DETECTING INDICATOR ABNORMALITIES |
US16/749,772 US10860453B2 (en) | 2017-07-28 | 2020-01-22 | Index anomaly detection method and apparatus, and electronic device |
Applications Claiming Priority (1)
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CN201710629717.6A CN107526667B (zh) | 2017-07-28 | 2017-07-28 | 一种指标异常检测方法、装置以及电子设备 |
Publications (2)
Publication Number | Publication Date |
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CN107526667A true CN107526667A (zh) | 2017-12-29 |
CN107526667B CN107526667B (zh) | 2020-04-28 |
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CN201710629717.6A Active CN107526667B (zh) | 2017-07-28 | 2017-07-28 | 一种指标异常检测方法、装置以及电子设备 |
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Country | Link |
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US (1) | US10860453B2 (zh) |
EP (1) | EP3644186A4 (zh) |
CN (1) | CN107526667B (zh) |
TW (1) | TWI709931B (zh) |
WO (1) | WO2019020094A1 (zh) |
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN108984376A (zh) * | 2018-05-31 | 2018-12-11 | 阿里巴巴集团控股有限公司 | 一种***异常检测方法、装置及设备 |
CN109101390A (zh) * | 2018-06-29 | 2018-12-28 | 平安科技(深圳)有限公司 | 基于高斯分布的定时任务异常监控方法、电子装置及介质 |
WO2019020094A1 (zh) * | 2017-07-28 | 2019-01-31 | 阿里巴巴集团控股有限公司 | 一种指标异常检测方法、装置以及电子设备 |
CN110135445A (zh) * | 2018-02-02 | 2019-08-16 | 兴业数字金融服务(上海)股份有限公司 | 用于监控应用的状态的方法和装置 |
CN111626842A (zh) * | 2020-04-22 | 2020-09-04 | 北京芯盾时代科技有限公司 | 一种消费行为数据的分析方法和装置 |
CN112498419A (zh) * | 2020-11-25 | 2021-03-16 | 中铁第四勘察设计院集团有限公司 | 一种加密方法、装置、设备和存储介质 |
CN113672446A (zh) * | 2020-05-14 | 2021-11-19 | 百度在线网络技术(北京)有限公司 | 监控参数确定方法、装置、设备以及存储介质 |
Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110399268B (zh) * | 2019-07-26 | 2023-09-26 | 创新先进技术有限公司 | 一种异常数据检测的方法、装置及设备 |
CN110796497A (zh) * | 2019-10-31 | 2020-02-14 | 支付宝(杭州)信息技术有限公司 | 检测异常操作行为的方法以及装置 |
TWI749416B (zh) * | 2019-11-29 | 2021-12-11 | 中國鋼鐵股份有限公司 | 變轉速設備異常監診方法 |
CN112241351B (zh) * | 2020-09-30 | 2023-12-22 | ***股份有限公司 | 数据处理方法、装置、设备和介质 |
CN112308126A (zh) * | 2020-10-27 | 2021-02-02 | 深圳前海微众银行股份有限公司 | 故障识别模型训练方法、故障识别方法、装置及电子设备 |
CN112950085B (zh) * | 2021-04-07 | 2024-03-26 | 江苏大势航空科技有限公司 | 无人机集群监测方法、计算机存储介质及电子设备 |
Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH0354638A (ja) * | 1989-07-21 | 1991-03-08 | Nec Field Service Ltd | 命令再試行処理方式 |
CN102937930A (zh) * | 2012-09-29 | 2013-02-20 | 重庆新媒农信科技有限公司 | 应用程序监控***及方法 |
CN103218628A (zh) * | 2013-03-22 | 2013-07-24 | 中国科学技术大学 | 一种基于团块与轨迹特征的异常行为描述方法 |
CN103974311A (zh) * | 2014-05-21 | 2014-08-06 | 哈尔滨工业大学 | 基于改进高斯过程回归模型的状态监测数据流异常检测方法 |
Family Cites Families (16)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US7539597B2 (en) * | 2001-04-10 | 2009-05-26 | Smartsignal Corporation | Diagnostic systems and methods for predictive condition monitoring |
US7930593B2 (en) * | 2008-06-23 | 2011-04-19 | Hewlett-Packard Development Company, L.P. | Segment-based technique and system for detecting performance anomalies and changes for a computer-based service |
CN101645884B (zh) * | 2009-08-26 | 2012-09-05 | 西安理工大学 | 基于相对熵理论的多测度网络异常检测方法 |
US20110172916A1 (en) * | 2010-01-14 | 2011-07-14 | Qualcomm Incorporated | Mobile Device Positioning In A Constrained Environment |
CN102957579B (zh) * | 2012-09-29 | 2015-09-16 | 北京邮电大学 | 一种网络异常流量监测方法及装置 |
CN104348810B (zh) * | 2013-08-05 | 2019-02-22 | 深圳市腾讯计算机***有限公司 | 被盗帐号的检测方法、装置及*** |
US9652354B2 (en) * | 2014-03-18 | 2017-05-16 | Microsoft Technology Licensing, Llc. | Unsupervised anomaly detection for arbitrary time series |
US20160062950A1 (en) * | 2014-09-03 | 2016-03-03 | Google Inc. | Systems and methods for anomaly detection and guided analysis using structural time-series models |
US10061632B2 (en) * | 2014-11-24 | 2018-08-28 | Anodot Ltd. | System and method for transforming observed metrics into detected and scored anomalies |
CN105827472B (zh) * | 2015-01-04 | 2019-08-20 | 华为技术有限公司 | 网络数据流类型检测方法及装置 |
US10261851B2 (en) * | 2015-01-23 | 2019-04-16 | Lightbend, Inc. | Anomaly detection using circumstance-specific detectors |
US10303539B2 (en) * | 2015-02-23 | 2019-05-28 | International Business Machines Corporation | Automatic troubleshooting from computer system monitoring data based on analyzing sequences of changes |
US11277420B2 (en) * | 2017-02-24 | 2022-03-15 | Ciena Corporation | Systems and methods to detect abnormal behavior in networks |
CN107526667B (zh) * | 2017-07-28 | 2020-04-28 | 阿里巴巴集团控股有限公司 | 一种指标异常检测方法、装置以及电子设备 |
US10635565B2 (en) * | 2017-10-04 | 2020-04-28 | Servicenow, Inc. | Systems and methods for robust anomaly detection |
US20190334759A1 (en) * | 2018-04-26 | 2019-10-31 | Microsoft Technology Licensing, Llc | Unsupervised anomaly detection for identifying anomalies in data |
-
2017
- 2017-07-28 CN CN201710629717.6A patent/CN107526667B/zh active Active
-
2018
- 2018-05-17 TW TW107116751A patent/TWI709931B/zh active
- 2018-07-27 EP EP18838643.7A patent/EP3644186A4/en not_active Withdrawn
- 2018-07-27 WO PCT/CN2018/097338 patent/WO2019020094A1/zh unknown
-
2020
- 2020-01-22 US US16/749,772 patent/US10860453B2/en active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JPH0354638A (ja) * | 1989-07-21 | 1991-03-08 | Nec Field Service Ltd | 命令再試行処理方式 |
CN102937930A (zh) * | 2012-09-29 | 2013-02-20 | 重庆新媒农信科技有限公司 | 应用程序监控***及方法 |
CN103218628A (zh) * | 2013-03-22 | 2013-07-24 | 中国科学技术大学 | 一种基于团块与轨迹特征的异常行为描述方法 |
CN103974311A (zh) * | 2014-05-21 | 2014-08-06 | 哈尔滨工业大学 | 基于改进高斯过程回归模型的状态监测数据流异常检测方法 |
Cited By (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2019020094A1 (zh) * | 2017-07-28 | 2019-01-31 | 阿里巴巴集团控股有限公司 | 一种指标异常检测方法、装置以及电子设备 |
CN110135445A (zh) * | 2018-02-02 | 2019-08-16 | 兴业数字金融服务(上海)股份有限公司 | 用于监控应用的状态的方法和装置 |
CN108984376A (zh) * | 2018-05-31 | 2018-12-11 | 阿里巴巴集团控股有限公司 | 一种***异常检测方法、装置及设备 |
CN108984376B (zh) * | 2018-05-31 | 2021-11-19 | 创新先进技术有限公司 | 一种***异常检测方法、装置及设备 |
CN109101390A (zh) * | 2018-06-29 | 2018-12-28 | 平安科技(深圳)有限公司 | 基于高斯分布的定时任务异常监控方法、电子装置及介质 |
CN109101390B (zh) * | 2018-06-29 | 2021-08-24 | 平安科技(深圳)有限公司 | 基于高斯分布的定时任务异常监控方法、电子装置及介质 |
CN111626842A (zh) * | 2020-04-22 | 2020-09-04 | 北京芯盾时代科技有限公司 | 一种消费行为数据的分析方法和装置 |
CN113672446A (zh) * | 2020-05-14 | 2021-11-19 | 百度在线网络技术(北京)有限公司 | 监控参数确定方法、装置、设备以及存储介质 |
CN113672446B (zh) * | 2020-05-14 | 2023-09-15 | 百度在线网络技术(北京)有限公司 | 监控参数确定方法、装置、设备以及存储介质 |
CN112498419A (zh) * | 2020-11-25 | 2021-03-16 | 中铁第四勘察设计院集团有限公司 | 一种加密方法、装置、设备和存储介质 |
Also Published As
Publication number | Publication date |
---|---|
CN107526667B (zh) | 2020-04-28 |
US10860453B2 (en) | 2020-12-08 |
WO2019020094A1 (zh) | 2019-01-31 |
EP3644186A4 (en) | 2020-06-03 |
EP3644186A1 (en) | 2020-04-29 |
TWI709931B (zh) | 2020-11-11 |
TW201911173A (zh) | 2019-03-16 |
US20200159637A1 (en) | 2020-05-21 |
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