Machine learning based event monitoring
AssigneeInternational Business Machines Corporation
InventorsMadeleine Frost, Luke Taher, Shazia Jamil Kayani, Matas Bartosevicius
Life of this patent
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Abstract
Computer hardware and/or software that performs the following operations: (i) identifying rules for relating events in an event monitoring system; (ii) determining an event window having a set of related events within a particular time window, based, at least in part, on the rules; (iii) classifying the event window as actionable by applying a machine learning based classification model to information pertaining to the event window, the information originating from a plurality of data sources; and (iv) creating an event ticket for the event window in the event monitoring system.
Claims20
A computer-implemented method comprising:
- identifying rules for relating events in an event monitoring system;
- determining an event window having a set of related events within a particular time window, based, at least in part, on the rules;
- classifying the event window as actionable by applying a machine learning based classification model to information pertaining to the event window, the information originating from a plurality of data sources;
- and
- creating an event ticket for the event window in the event monitoring system.
A computer program product comprising one or more computer readable storage media and program instructions collectively stored on the one or more computer readable storage media, the program instructions executable by one or more computer processors to cause the one or more computer processors to perform a method comprising:
- identifying rules for relating events in an event monitoring system;
- determining an event window having a set of related events within a particular time window, based, at least in part, on the rules;
- classifying the event window as actionable by applying a machine learning based classification model to information pertaining to the event window, the information originating from a plurality of data sources;
- and
- creating an event ticket for the event window in the event monitoring system.
A computer system comprising:
- one or more computer processors;
- and
- one or more computer readable storage media;
- wherein:
- the one or more computer processors are structured, located, connected and/or programmed to execute program instructions collectively stored on the one or more computer readable storage media;
- and
- the program instructions, when executed by the one or more computer processors, cause the one or more computer processors to perform a method comprising:
- identifying rules for relating events in an event monitoring system;
- determining an event window having a set of related events within a particular time window, based, at least in part, on the rules;
- classifying the event window as actionable by applying a machine learning based classification model to information pertaining to the event window, the information originating from a plurality of data sources;
- and
- creating an event ticket for the event window in the event monitoring system.
Dependencies are inferred from the claim text.