Tailored network risk analysis using deep learning modeling
AssigneeCisco Technology, Inc.
InventorsQihong Shao, David John Zacks, Yue Liu, Xinjun Zhang
Life of this patent
Estimating the term…
Abstract
A method, computer system, and computer program product are provided for network risk analysis. A plurality of risk reports relating to a network device in a network are obtained, wherein each risk report is associated with a particular dimension of a plurality of dimensions of risk for the network device in the network. A count of the plurality of risk reports is determined for each dimension of the plurality of dimensions of risk. A regression model is applied to determine a risk value for the network device in the network based on the count of the plurality of risk reports for each dimension and based a role of the network device in the network.
Claims20
A computer-implemented method comprising:
- obtaining a plurality of risk reports relating to a network device in a network, wherein each risk report is associated with a particular dimension of a plurality of dimensions of risk for the network device in the network;
- determining a count of the plurality of risk reports for each dimension of the plurality of dimensions of risk;
- and
- applying a regression model to determine a risk value for the network device in the network based on the count of the plurality of risk reports for each dimension and based a role of the network device in the network.
A computer system comprising:
- one or more computer processors;
- one or more computer readable storage media;
- program instructions stored on the one or more computer readable storage media for execution by at least one of the one or more computer processors, the program instructions comprising instructions to:
- obtain a plurality of risk reports relating to a network device in a network, wherein each risk report is associated with a particular dimension of a plurality of dimensions of risk for the network device in the network;
- determine a count of the plurality of risk reports for each dimension of the plurality of dimensions of risk;
- and
- apply a regression model to determine a risk value for the network device in the network based on the count of the plurality of risk reports for each dimension and based a role of the network device in the network.
A computer program product comprising one or more computer readable storage media collectively having program instructions embodied therewith, the program instructions executable by a computer to cause the computer to:
- obtain a plurality of risk reports relating to a network device in a network, wherein each risk report is associated with a particular dimension of a plurality of dimensions of risk for the network device in the network;
- determine a count of the plurality of risk reports for each dimension of the plurality of dimensions of risk;
- and
- apply a regression model to determine a risk value for the network device in the network based on the count of the plurality of risk reports for each dimension and based a role of the network device in the network.
Dependencies are inferred from the claim text.