MACHINE LEARNING TO EMULATE SOFTWARE APPLICATIONS
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United States of America Patent
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Issued Date -
Oct 24, 2024
app pub date -
Apr 18, 2023
filing date -
Apr 18, 2023
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Methods and systems for emulating an application include generating a log template to match one or more patterns in a set of application logs collected from an original application. Semantic state representations are learned for the original application from the log templates. A classifier is trained to predict a next action template based on a sequence of prior action templates. A regressor is trained to generate a parameter value for a template based on a sequence of prior action templates and particular semantic state of the original application.
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