Work-item notification classifier
AssigneeInternational Business Machines Corporation
InventorsMonika Gupta, Debdoot Mukherjee, Vibha S. Sinha
Life of this patent
Estimating the term…
Abstract
Embodiments of the present invention provide a system, method, and program product for predicting the classification of a work-item notification generated by an issue tracking system. A computing device analyzes a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes information reflecting the workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value. The computing device, in response to analyzing the new work-item notification, predicts a classification of the new work-item notification. In an embodiment, the classification is used for display of the new work-item notification.
Claims16
A computer program product for predicting a classification of a work-item notification, the computer program product comprising:
- one or more computer-readable storage media and program instructions stored on the one or more computer-readable storage media, the program instructions comprising:
- program instructions to analyze a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes the following information:
- workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value;
- and
- program instructions to predict a classification of the new work-item notification, in response to analyzing the new work-item notification, wherein the classification is used for display of the new work-item notification.
A computer system for predicting a classification of a work-item notification, the computer system comprising:
- one or more computer processors;
- one or more computer-readable storage media;
- program instructions stored on the computer-readable storage media for execution by at least one of the one or more processors, the program instructions comprising:
- program instructions to analyze a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes the following information:
- workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value;
- and
- program instructions to predict a classification of the new work-item notification, in response to analyzing the new work-item notification, wherein the classification is used for display of the new work-item notification.
Dependencies are inferred from the claim text.