3/10/2023 0 Comments C to java converter![]() Java provides security and robustness by building a high-level security model atop the foundation of memory protection. ![]() We collect a dataset of 480 projects from Github, CodeProject and Stack Overflow and 3 benchmark suites-CDAC Pthreads, Open POSIX Test Suites and PARSEC 3.0 and achieve an accuracy score of around 93.71% for all the design choices. We build a tool Dcube based on the mathematical model and use various classifiers of a machine learning framework to infer design aspects related to concurrency and resource management. ![]() ![]() To address the same, we develop a generic mathematical model to interpret run-time non-deterministic events and encode functional as well as thread-specific behaviour in form of quantifiable features, which can be fitted into a standard solver for automated inference of design aspects from multi-threaded applications. Research has been proposed to mine programs to extract aspects of high-level design but not much to reverse-engineer the concurrent design from multi-threaded applications. Comprehending existing multi-threaded applications effectively is a challenge without proper assistance.
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