Machine learning to emulate software applications
US12265837B2 · kind B2 · utility
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18Claims
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Key dates
| Filing date | Apr 18, 2023 |
| Grant date | Apr 1, 2025 |
| Priority date | — |
| Expiry date | Sep 8, 2043 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06N3/08
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
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.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.