- Patent Title: Multi-domain service assurance using real-time adaptive thresholds
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Application No.: US16172724Application Date: 2018-10-26
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Publication No.: US11449748B2Publication Date: 2022-09-20
- Inventor: Om Prakash Suthar , Anwin P. Kallumpurath , Rajiv Asati
- Applicant: Cisco Technology, Inc.
- Applicant Address: US CA San Jose
- Assignee: Cisco Technology, Inc.
- Current Assignee: Cisco Technology, Inc.
- Current Assignee Address: US CA San Jose
- Agency: Patterson + Sherdan, LLP
- Main IPC: G06F9/50
- IPC: G06F9/50 ; G06N3/08 ; G06K9/62 ; G06F11/34 ; G06F17/18

Abstract:
Techniques for adaptive thresholding are provided. First and second data points are received. A plurality of data points are identified, where the plurality of data points corresponds to timestamps associated with the first and second data points. At least one cluster is generated for the plurality of data points based on a predefined cluster radius. Upon determining that the first data point is outside of the cluster, the first data point is labeled as anomalous. A predicted value is generated for the second data point, based on processing data points in the cluster using a machine learning model, and a deviation between the predicted value and an actual value for the second data point is computed. Upon determining that the deviation exceeds a threshold, the second data point is labeled as anomalous. Finally, computing resources are reallocated, based on at least one of the anomalous data points.
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