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Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

Software Engineering · Computer Science 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

While a wide range of different, sometimes heterogeneous test coverage criteria have been proposed, there exists no generic formalism to describe them, and available test automation tools usually support only a small subset of them. We…

Software Engineering · Computer Science 2017-01-20 Sébastien Bardin , Mickaël Delahaye , Nikolai Kosmatov , Michaël Marcozzi , Virgile Prevosto

Object-oriented software has some features such as encapsulation, inheritance, cohesion, coupling and polymorphism. These features significantly affect the testing, maintenance and repair activities of object-oriented softwares. The…

Software Engineering · Computer Science 2019-03-11 M. Hanefi Calp , Nursal Arici

Software testing remains the most widely used methodology for validating quality of code. However, effectiveness of testing critically depends on the quality of test suites used. Test cases in a test suite consist of two fundamental parts:…

Software Engineering · Computer Science 2025-07-22 Shan Jiang , Chenguang Zhu , Sarfraz Khurshid

Even when a system is proven to be correct with respect to a specification, there is still a question of how complete the specification is, and whether it really covers all the behaviors of the system. Coverage metrics attempt to check…

Logic in Computer Science · Computer Science 2007-05-23 Hana Chockler , Joseph Y. Halpern , Orna Kupferman

An assertion is commonly used to validate the expected programs behavior (e.g., if the returned value of a method equals an expected value) in software testing. Although it is a recommended practice to use only one assertion in a single…

Software Engineering · Computer Science 2025-11-12 Md. Ashraf Uddin , Shaowei Wang , An Ran Chen , Tse-Hsun , Chen , Muhammad Asaduzzaman

Testing is an important aspect in professional software development, both to avoid and identify bugs as well as to increase maintainability. However, increasing the number of tests beyond a reasonable amount hinders development progress. To…

Programming Languages · Computer Science 2022-05-23 Alexandros Efremidis , Joshua Schmidt , Sebastian Krings , Philipp Körner

Generating code from a natural language programming task is one of the most successful applications of Large Language Models (LLMs). Yet, the generated program may be buggy. Without an oracle, such as an existing, correct implementation or…

Programming Languages · Computer Science 2025-12-16 Thomas Valentin , Ardi Madadi , Gaetano Sapia , Marcel Böhme

An oracle is a mechanism to decide whether the outputs of the program for the executed test cases are correct. For machine learning programs, such oracle is not available or too difficult to apply. Metamorphic testing is a testing approach…

Software Engineering · Computer Science 2022-09-02 Madhusudan Srinivasan , Upulee Kanewala

Many debugging tools rely on compiler-produced metadata to present a source-language view of program states, such as variable values and source line numbers. While this tends to work for unoptimised programs, current compilers often…

Programming Languages · Computer Science 2024-02-08 J. Ryan Stinnett , Stephen Kell

Software measurement is an essential management tool to develop robust and maintainable software systems. Software metrics can be used to control the inherent complexities in software design. To guarantee that the components of the software…

Software Engineering · Computer Science 2022-01-26 Mamdouh Alenezi

Testability is the probability whether tests will detect a fault, given that a fault in the program exists. How efficiently the faults will be uncovered depends upon the testability of the software. Various researchers have proposed…

Software Engineering · Computer Science 2013-08-16 Sujata Khatri , R. S. Chhillar , V. B. Singh

Machine learning methods can automate the in silico design of biological sequences, aiming to reduce costs and accelerate medical research. Given the limited access to wet labs, in silico design methods commonly use an oracle model to…

Machine Learning · Computer Science 2025-02-25 Shikha Surana , Nathan Grinsztajn , Timothy Atkinson , Paul Duckworth , Thomas D. Barrett

Code coverage analysis has been widely adopted in the continuous integration of open-source and industry software repositories to monitor the adequacy of regression test suites. However, computing code coverage can be costly, introducing…

Software Engineering · Computer Science 2024-10-30 Jiale Amber Wang , Kaiyuan Wang , Pengyu Nie

Metamorphic testing is a widely used methodology that examines an expected relation between pairs of executions to automatically find bugs, such as correctness bugs. We found that code coverage cannot accurately measure the extent to which…

Software Engineering · Computer Science 2025-08-25 Jinsheng Ba , Yuancheng Jiang , Manuel Rigger

Background: Developers spend a lot of their time on understanding source code. Static code analysis tools can draw attention to code that is difficult for developers to understand. However, most of the findings are based on non-validated…

Software Engineering · Computer Science 2020-07-27 Marvin Muñoz Barón , Marvin Wyrich , Stefan Wagner

Software code quality is a construct with three dimensions: maintainability, reliability, and functionality. Although many firms have incorporated code quality metrics in their operations, evaluating these metrics still lacks consistent…

Software Engineering · Computer Science 2024-01-17 Siyuan Jin , Mianmian Zhang , Yekai Guo , Yuejiang He , Ziyuan Li , Bichao Chen , Bing Zhu , Yong Xia

The malfunction of safety-critical systems may cause damage to people and the environment. Software within those systems is rigorously designed and verified according to domain specific guidance, such as ISO26262 for automotive safety. This…

Software Engineering · Computer Science 2015-09-16 Adam Nellis , Pascal Kesseli , Philippa Ryan Conmy , Daniel Kroening , Peter Schrammel , Michael Tautschnig

Algebraic specifications of data types provide a natural basis for testing data types implementations. In this framework, the conformance relation is based on the satisfaction of axioms. This makes it possible to formally state the…

Programming Languages · Computer Science 2008-12-18 Marie-Claude Gaudel , Pascale Le Gall

AI-powered systems have gained widespread popularity in various domains, including Autonomous Vehicles (AVs). However, ensuring their reliability and safety is challenging due to their complex nature. Conventional test adequacy metrics,…

Software Engineering · Computer Science 2023-11-15 Neelofar Neelofar , Aldeida Aleti