Dynamic categorization of it service tickets using natural language description
AssigneeInternational Business Machines Corporation
InventorsArchana Dixit, Kumar Saurabh
Life of this patent
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AssigneeInternational Business Machines Corporation
InventorsArchana Dixit, Kumar Saurabh
Estimating the term…
An embodiment for dynamic categorization of information technology (IT) service tickets is provided. The embodiment may include logging an IT service ticket when text is entered into a description field. The embodiment may also include creating a filtered description field by processing the text entered into the description field. The embodiment may further include computing a set of exponential weights and assigning the set of exponential weights to each word in the filtered description field. The embodiment may also include multiplying the set of exponential weights by the word's TF-IDF score to determine an IT service ticket category for placement of the IT service ticket into the IT service ticket category. The embodiment may further include generating features for machine learning, utilizing the generated features to build a supervised machine learning model, and evaluating the supervised machine learning model through analyzation of data from historical IT service tickets.
A computer-based method of categorizing information technology (IT) service tickets, the method comprising:
A computer system, the computer system comprising:
A computer program product transforming a general-purpose computer into a special-purpose computer, the computer program product comprising:
Dependencies are inferred from the claim text.