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US Patent 11789724 Machine learning to facilitate incremental static program analysis

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Contents

Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11789724
Patent Inventor Names
Marco Pistoia
Omer Tripp
Pietro Ferrara
Pascal Roos
Date of Patent
October 17, 2023
Patent Application Number
15244229
Date Filed
August 23, 2016
Patent Citations
‌
US Patent 8813033 System and method for static analysis using fault paths
‌
US Patent 8850589 Training classifiers for program analysis
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US Patent 7926039 Reachability analysis for program verification
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US Patent 8726254 Embedded annotation and program analysis
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US Patent 8806450 Static analysis in selective software regression testing
Patent Citations Received
‌
US Patent 12118284 Verifying integrity of controller software updates
0
Patent Primary Examiner
‌
Viker A Lamardo
CPC Code
‌
G06N 7/005
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G06N 5/025
‌
G06K 9/6256
‌
H04J 1/00
‌
G06N 20/00
‌
G06K 9/6269
Patent abstract

Techniques for facilitating incremental static program analysis based on machine learning techniques are provided. In one example, a system comprises a feature component that, in response to an update to a computer program, generates feature vector data representing the update, wherein the feature vector data comprises feature data representing a feature of the update derived from an abstract state of the computer program, and wherein the abstract state is based on a mathematical model of the computer program that is generated in response to static program analysis of the computer program. The system can further comprise a machine learning component that employs a classifier algorithm to identify an affected portion of the mathematical model that is affected by the update. The system can further comprise an incremental analysis component that incrementally applies the static program analysis to the computer program based on the affected portion.

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