International Business Machines Corporation

Anshu Kak

Dinesh C Verma

Douglas Morgan Freimuth

Seraphin Bernard Calo

Nirmit V Desai

Tova Roth

Jae-Wook Ahn

Steven A Waite

Roger Hollander

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 template. 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 a particular semantic state of the original application.

Machine learning to emulate software applications

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Englewood Cliffs, NJ, United States of America

Anshu Kak