Learning‐based mutant reduction using fine‐grained mutation operators

Y Kim, S Hong - Software Testing, Verification and Reliability, 2022 - Wiley Online Library
For mutation testing, the huge cost of running test suites on a large number of mutants has
been a serious obstacle. To resolve this problem, we propose a learning‐based mutant …

Deep Learning Test Optimization Method Using Multi-objective Optimization.

Y Mu, Z Wang, X Chen, J Chen… - … Journal of Software & …, 2022 - search.ebscohost.com
With the rapid development of deep learning technology, research on its quality assurance
is raising more attention. Meanwhile, it is no longer difficult to collect test data owing to the …

On the interaction between test-suite reduction and regression-test selection strategies

S Ruland, M Lochau - arXiv preprint arXiv:2207.12733, 2022 - arxiv.org
Unit testing is one of the most established quality-assurance techniques for software
development. One major advantage of unit testing is the adjustable trade-off between …

[PDF][PDF] 采用多目标优化的深度学习测试优化方法

沐燕舟, 王赞, 陈翔, 陈俊洁, 赵静珂, 王建敏 - 软件学报, 2022 - jos.org.cn
随着深度学习技术的快速发展, 对其质量保障的研究也逐步增多. 传感器等技术的迅速发展,
使得收集测试数据变得不再困难, 但对收集到的数据进行标记却需要花费高昂的代价 …

Static Class-Level Approach For Test Impact Analysis

A Basin, A Luangsodsai… - 2023 20th International …, 2023 - ieeexplore.ieee.org
The objective of this paper is to examine the efficacy of test impact analysis in a setting of
continuous testing, where automated test cases are routinely run to guarantee the …

GameRTS: A regression testing framework for video games

J Yu, Y Wu, X Xie, W Le, L Ma, Y Chen… - 2023 IEEE/ACM 45th …, 2023 - ieeexplore.ieee.org
Continuous game quality assurance is of great importance to satisfy the increasing demands
of users. To respond to game issues reported by users timely, game com-panies often create …

Towards a shift in regression test suite development approach in agile

S Sharma, D Kumar - Recent Advances in Computer Science …, 2022 - ingentaconnect.com
Objectives: From the literature review, it is evident that the concept of “regression testing”
inherited in agile software testing originates from software maintenance practices. Therefore …

A systematic literature review of how mutation testing supports test activities

Q Zhu, A Panichella, A Zaidman - 2016 - peerj.com
Mutation testing has been very actively investigated by researchers since the 1970s and
remarkable advances have been achieved in its concepts, theory, technology and empirical …

Cost-effective techniques for continuous integration testing

J Liang - 2018 - digitalcommons.unl.edu
Continuous integration (CI) development environments allow software engineers to
frequently integrate and test their code. While CI environments provide advantages, they …

Leveraging machine learning to improve software reliability

S Wang - 2019 - uwspace.uwaterloo.ca
Finding software faults is a critical task during the lifecycle of a software system. While
traditional software quality control practices such as statistical defect prediction, static bug …