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公开(公告)号:US11294744B2
公开(公告)日:2022-04-05
申请号:US16934214
申请日:2020-07-21
Applicant: Cisco Technology, Inc.
Inventor: Nidhi Kao , Ulf Vinneras , John W. Garrett, Jr.
Abstract: A management entity receives device fingerprints representing corresponding devices connected to one or more networks. Each device fingerprint includes a multi-bit word indicating hardware, software, network configuration, and failure features for a corresponding one of the devices. The management entity processes the device fingerprints using different methods including statistical risk of failure scoring methods and machine learning risk of failure scoring methods, to produce from each of the methods a respective risk of failure for each device. The management entity combines the respective risk of failures for each device into a composite risk of failure for each device, ranks the devices based on the composite risk of failures for the devices, to produce a risk ranking of the devices, and outputs the risk ranking.
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公开(公告)号:US10769006B2
公开(公告)日:2020-09-08
申请号:US16050370
申请日:2018-07-31
Applicant: Cisco Technology, Inc.
Inventor: Nidhi Kao , Ulf Vinneras , John W. Garrett, Jr.
Abstract: A management entity receives device fingerprints representing corresponding devices connected to one or more networks. Each device fingerprint includes a multi-bit word indicating hardware, software, network configuration, and failure features for a corresponding one of the devices. The management entity processes the device fingerprints using different methods including statistical risk of failure scoring methods and machine learning risk of failure scoring methods, to produce from each of the methods a respective risk of failure for each device. The management entity combines the respective risk of failures for each device into a composite risk of failure for each device, ranks the devices based on the composite risk of failures for the devices, to produce a risk ranking of the devices, and outputs the risk ranking.
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公开(公告)号:US20200348994A1
公开(公告)日:2020-11-05
申请号:US16934214
申请日:2020-07-21
Applicant: Cisco Technology, Inc.
Inventor: Nidhi Kao , Ulf Vinneras , John W. Garrett, JR.
Abstract: A management entity receives device fingerprints representing corresponding devices connected to one or more networks. Each device fingerprint includes a multi-bit word indicating hardware, software, network configuration, and failure features for a corresponding one of the devices. The management entity processes the device fingerprints using different methods including statistical risk of failure scoring methods and machine learning risk of failure scoring methods, to produce from each of the methods a respective risk of failure for each device. The management entity combines the respective risk of failures for each device into a composite risk of failure for each device, ranks the devices based on the composite risk of failures for the devices, to produce a risk ranking of the devices, and outputs the risk ranking.
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公开(公告)号:US20200042370A1
公开(公告)日:2020-02-06
申请号:US16050370
申请日:2018-07-31
Applicant: Cisco Technology, Inc.
Inventor: Nidhi Kao , Ulf Vinneras , John W. Garrett, JR.
Abstract: A management entity receives device fingerprints representing corresponding devices connected to one or more networks. Each device fingerprint includes a multi-bit word indicating hardware, software, network configuration, and failure features for a corresponding one of the devices. The management entity processes the device fingerprints using different methods including statistical risk of failure scoring methods and machine learning risk of failure scoring methods, to produce from each of the methods a respective risk of failure for each device. The management entity combines the respective risk of failures for each device into a composite risk of failure for each device, ranks the devices based on the composite risk of failures for the devices, to produce a risk ranking of the devices, and outputs the risk ranking.
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