eBook - PDF

Symbolic Execution and Quantitative Reasoning

Name: Symbolic Execution and Quantitative Reasoning
ISBN: 9783031025518

Applications to Software Safety and Security

Corina S. Păsăreanu,

English
PDF
Available on iOS & Android

eBook - PDF

Symbolic Execution and Quantitative Reasoning

Applications to Software Safety and Security

Corina S. Păsăreanu,

About this book

This book reviews recent advances in symbolic execution and its probabilistic variant and discusses how they can be used to ensure the safety and security of software systems. Symbolic execution is a systematic program analysis technique which explores multiple program behaviors all at once by collecting and solving symbolic constraints collected from the branching conditions in the program. The obtained solutions can be used as test inputs that execute feasible program paths. Symbolic execution has found many applications in various domains, such as security, smartphone applications, operating systems, databases, and more recently deep neural networks, uncovering subtle errors and unknown vulnerabilities. We review here the technique has also been extended to reason about algorithmic complexity and resource consumption.

Furthermore, symbolic execution has been recently extended with probabilistic reasoning, allowing one to reason about quantitative properties of software systems. The approach computes the conditions to reach target program events of interest and uses model counting to quantify the fraction of the input domain satisfying these conditions thus computing the probability of event occurrence. This probabilistic information can be used for example to compute the reliability of an aircraft controller under different wind conditions (modeled probabilistically) or to quantify the leakage of sensitive data in a software system, using information theory metrics such as Shannon entropy.

This book is intended for students and software engineers who are interested in advanced techniques for testing and verifying software systems.

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Yes, you can access Symbolic Execution and Quantitative Reasoning by Corina S. Păsăreanu in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Computer Science General. We have over one million books available in our catalogue for you to explore.