Metamorphic testing: A review of challenges and opportunities

TY Chen, FC Kuo, H Liu, PL Poon, D Towey… - ACM Computing …, 2018 - dl.acm.org
Metamorphic testing is an approach to both test case generation and test result verification.
A central element is a set of metamorphic relations, which are necessary properties of the …

A software engineering perspective on engineering machine learning systems: State of the art and challenges

G Giray - Journal of Systems and Software, 2021 - Elsevier
Context: Advancements in machine learning (ML) lead to a shift from the traditional view of
software development, where algorithms are hard-coded by humans, to ML systems …

A survey on metamorphic testing

S Segura, G Fraser, AB Sanchez… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
A test oracle determines whether a test execution reveals a fault, often by comparing the
observed program output to the expected output. This is not always practical, for example …

[PDF][PDF] Metamorphic testing of driverless cars

ZQ Zhou, L Sun - Communications of the ACM, 2019 - dl.acm.org
Metamorphic testing of driverless cars Page 1 MARCH 2019 | VOL. 62 | NO. 3 |
COMMUNICATIONS OF THE ACM 61 DOI:10.1145/3241979 Metamorphic testing can test …

Arja: Automated repair of java programs via multi-objective genetic programming

Y Yuan, W Banzhaf - IEEE Transactions on software …, 2018 - ieeexplore.ieee.org
Automated program repair is the problem of automatically fixing bugs in programs in order to
significantly reduce the debugging costs and improve the software quality. To address this …

[LIBRO][B] Introduction to software testing

P Ammann, J Offutt - 2017 - books.google.com
This extensively classroom-tested text takes an innovative approach to explaining software
testing that defines it as the process of applying a few precise, general-purpose criteria to a …

Big data systems: A software engineering perspective

A Davoudian, M Liu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Big Data Systems (BDSs) are an emerging class of scalable software technologies whereby
massive amounts of heterogeneous data are gathered from multiple sources, managed …

Metamorphic testing of RESTful web APIs

S Segura, JA Parejo, J Troya… - Proceedings of the 40th …, 2018 - dl.acm.org
Web Application Programming Interfaces (APIs) specify how to access services and data
over the network, typically using Web services. Web APIs are rapidly proliferating as a key …

Metamorphic testing: Testing the untestable

S Segura, D Towey, ZQ Zhou, TY Chen - IEEE Software, 2018 - ieeexplore.ieee.org
Metamorphic Testing: Testing the Untestable Page 1 46 IEEE SOFTWARE | PUBLISHED BY
THE IEEE COMPUTER SOCIETY 0740-7459/20©2020IEEE FEATURE: AUTOMATED …

Metamorphic relations for enhancing system understanding and use

ZQ Zhou, L Sun, TY Chen… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Modern information technology paradigms, such as online services and off-the-shelf
products, often involve a wide variety of users with different or even conflicting objectives …