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Related papers: Metamorphic Security Testing for Web Systems

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Security testing aims at verifying that the software meets its security properties. In modern Web systems, however, this often entails the verification of the outputs generated when exercising the system with a very large set of inputs.…

Software Engineering · Computer Science 2023-03-09 Nazanin Bayati Chaleshtari , Fabrizio Pastore , Arda Goknil , Lionel C. Briand

Testing software is often costly due to the need of mass-producing test cases and providing a test oracle for it. This is often referred to as the oracle problem. One method that has been proposed in order to alleviate the oracle problem is…

Machine Learning · Computer Science 2020-02-19 Adrian Wildandyawan , Yasuharu Nishi

Model transformations are the cornerstone of Model-Driven Engineering, and provide the essential mechanisms for manipulating and transforming models. Checking whether the output of a model transformation is correct is a manual and…

Software Engineering · Computer Science 2018-05-01 Javier Troya , Sergio Segura , Antonio Ruiz-Cortés

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

An oracle determines whether the output of a program for executed test cases is correct. For machine learning programs, such an oracle is often unavailable or impractical to apply. Metamorphic testing addresses this by using metamorphic…

Software Engineering · Computer Science 2024-11-15 Madhusudan Srinivasan , Upulee Kanewala

A test oracle determines whether a system behaves correctly for a given input. Automatic testing techniques rely on an automated test oracle to test the system without user interaction. Important families of automated test oracles include…

Software Engineering · Computer Science 2022-10-21 Manuel Rigger , Zhendong Su

Software testing is often hindered where it is impossible or impractical to determine the correctness of the behaviour or output of the software under test (SUT), a situation known as the oracle problem. An example of an area facing the…

Software Engineering · Computer Science 2021-08-06 Liming Xu , Dave Towey , Andrew French , Steve Benford , Zhi Quan Zhou , Tsong Yueh Chen

Metamorphic Testing (MT) is a testing technique that can effectively alleviate the oracle problem. MT uses Metamorphic Relations (MRs) to determine if a test case passes or fails. MRs specify how the outputs should vary in response to…

Software Engineering · Computer Science 2023-05-19 Alejandra Duque-Torres , Dietmar Pfahl , Claus Klammer , Stefan Fischer

Blockchain smart contracts play a crucial role in automating and securing agreements in diverse domains such as finance, healthcare, and supply chains. Despite their critical applications, testing these contracts often receives less…

Software Engineering · Computer Science 2025-01-20 Irving Jared Villanueva , Madhusudan Srinivasan , Faqeer Ur Rehman

Metamorphic testing (MT) is widely used for testing programs that face the oracle problem. It uses a set of metamorphic relations (MRs), which are relations among multiple inputs and their corresponding outputs to determine whether the…

Software Engineering · Computer Science 2021-09-22 Madhusudan Srinivasan , Upulee Kanewala

Metamorphic testing is a well known approach to tackle the oracle problem in software testing. This technique requires the use of source test cases that serve as seeds for the generation of follow-up test cases. Systematic design of test…

Software Engineering · Computer Science 2018-02-22 Prashanta Saha , Upulee Kanewala

In software testing, a set of test cases is constructed according to some predefined selection criteria. The software is then examined against these test cases. Three interesting observations have been made on the current artifacts of…

Software Engineering · Computer Science 2020-03-02 T. Y. Chen , S. C. Cheung , S. M. Yiu

Metamorphic Testing (MT) addresses the test oracle problem by examining the relationships between input-output pairs in consecutive executions of the System Under Test (SUT). These relations, known as Metamorphic Relations (MRs), specify…

Software Engineering · Computer Science 2023-10-23 Alejandra Duque-Torres , Dietmar Pfahl

Metamorphic testing has become one mainstream technique to address the notorious oracle problem in software testing, thanks to its great successes in revealing real-life bugs in a wide variety of software systems. Metamorphic relations, the…

Software Engineering · Computer Science 2024-06-12 Rui Li , Huai Liu , Pak-Lok Poon , Dave Towey , Chang-Ai Sun , Zheng Zheng , Zhi Quan Zhou , Tsong Yueh Chen

Metamorphic testing is a popular approach that aims to alleviate the oracle problem in software testing. At the core of this approach are Metamorphic Relations (MRs), specifying properties that hold among multiple test inputs and…

Software Engineering · Computer Science 2024-06-06 Jon Ayerdi , Valerio Terragni , Gunel Jahangirova , Aitor Arrieta , Paolo Tonella

Bioinformatics software plays a very important role in making critical decisions within many areas including medicine and health care. However, most of the research is directed towards developing tools, and little time and effort is spent…

Software Engineering · Computer Science 2018-02-22 Madhusudan Srinivasan , Morteza Pourreza Shahri , Upulee Kanewala , Indika Kahanda

Metamorphic testing (MT) is a simple yet effective technique to alleviate the oracle problem in software testing. The underlying idea of MT is to test a software system by checking whether metamorphic relations (MRs) hold among multiple…

Software Engineering · Computer Science 2024-12-31 An Fu , Chang-ai Sun , Jiaming Zhang , Huai Liu

Metamorphic Testing (MT) alleviates the oracle problem by defining oracles based on metamorphic relations (MRs), that govern multiple related inputs and their outputs. However, designing MRs is challenging, as it requires domain-specific…

Software Engineering · Computer Science 2026-04-14 Congying Xu , Valerio Terragni , Hengcheng Zhu , Jiarong Wu , Shing-Chi Cheung

Metamorphic testing seeks to verify software in the absence of test oracles. Our application domain is ocean system modeling, where test oracles rarely exist, but where symmetries of the simulated physical systems are known. The input data…

Software Engineering · Computer Science 2021-03-18 Dilip Jagadeeshwarswamy Hiremath , Martin Claus , Wilhelm Hasselbring , Willi Rath

This article discusses the challenges of testing software systems with increasingly integrated AI and LLM functionalities. LLMs are powerful but unreliable, and labeled ground truth for testing rarely scales. Metamorphic Testing solves this…

Software Engineering · Computer Science 2026-03-27 Valerio Terragni
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