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Software Product Lines (SPL) are inherently difficult to test due to the combinatorial explosion of the number of products to consider. To reduce the number of products to test, sampling techniques such as combinatorial interaction testing…

软件工程 · 计算机科学 2017-10-24 Xavier Devroey , Maxime Cordy , Gilles Perrouin , Pierre-Yves Schobbens , Axel Legay , Patrick Heymans

Combinatorial interaction testing (CIT) is a useful testing technique to address the interaction of input parameters in software systems. In many applications, the technique has been used as a systematic sampling technique to sample the…

软件工程 · 计算机科学 2019-07-23 Bestoun S. Ahmed , Angelo Gargantini , Kamal Z. Zamli , Cemal Yilmaz , Miroslav Bures , Marek Szeles

Software Product Lines (SPLs) are families of products whose commonalities and variability can be captured by Feature Models (FMs). T-wise testing aims at finding errors triggered by all interactions amongst t features, thus reducing…

软件工程 · 计算机科学 2012-11-26 Christopher Henard , Mike Papadakis , Gilles Perrouin , Jacques Klein , Patrick Heymans , Yves Le Traon

Combinatorial interaction testing (CIT) is a well-known technique, but the industrial experience is needed to determine its effectiveness in different application domains. We present a case study introducing a unified framework for…

软件工程 · 计算机科学 2019-03-14 Bestoun S. Ahmed , Amador Pahim , Cleber R. Rosa Junior , D. Richard Kuhn , Miroslav Bures

Behavioral models are the key enablers for behavioral analysis of Software Product Lines (SPL), including testing and model checking. Active model learning comes to the rescue when family behavioral models are non-existent or outdated. A…

We believe that we can exploit the benefits of combinatorial interaction testing (CIT) on many "non-traditional" combinatorial spaces using many "non-traditional" coverage criteria. However, this requires truly flexible CIT approaches. To…

软件工程 · 计算机科学 2016-02-23 Hanefi Mercan , Cemal Yilmaz

Matlab/Simulink is a development and simulation language that is widely used by the Cyber-Physical System (CPS) industry to model dynamical systems. There are two mainstream approaches to verify CPS Simulink models: model testing that…

软件工程 · 计算机科学 2019-05-10 Shiva Nejati , Khouloud Gaaloul , Claudio Menghi , Lionel C. Briand , Stephen Foster , David Wolfe

A software product line is a set of software products that are distinguished in terms of features (i.e., end-user--visible units of behavior). Feature interactions ---situations in which the combination of features leads to emergent and…

软件工程 · 计算机科学 2015-03-19 Sven Apel , Hendrik Speidel , Philipp Wendler , Alexander von Rhein , Dirk Beyer

Features in product lines and highly configurable systems can interact in ways that are contrary to developers' intent. Current methods to identify such unanticipated feature interactions are costly and inadequate. To address this problem…

软件工程 · 计算机科学 2021-04-19 Seyedehzahra Khoshmanesh , Tuba Yavuz , Robyn R. Lutz

Software product lines (SPL) are a method for the development of variant-rich software systems. Compared to non-variable systems, testing SPLs is extensive due to an increasingly amount of possible products. Different approaches exist for…

软件工程 · 计算机科学 2015-04-10 Hartmut Lackner , Martin Schmidt

In a software product line (SPL), a collection of software products is defined by their commonalities in terms of features rather than explicitly specifying all products one-by-one. Several verification techniques were adapted to establish…

软件工程 · 计算机科学 2013-12-31 Clemens Dubslaff , Sascha Klüppelholz , Christel Baier

System reuse and cost are very important in software product line design area. Developers goal is to increase system reuse and decreasing cost and efforts for building components from scratch for each software configuration. This can be…

软件工程 · 计算机科学 2013-11-14 Ola Younis , Said Ghoul , Mohammad H. Alomari

Context: Combinatorial testing strategies have lately received a lot of attention as a result of their diverse applications. In its simple form, a combinatorial strategy can reduce several input parameters (configurations) of a system into…

软件工程 · 计算机科学 2018-04-23 Bestoun S. Ahmed , Luca M. Gambardella , Wasif Afzal , Kamal Z. Zamli

Combinatorial Testing (CT) tools are essential to test properly a wide range of systems (train systems, Graphical User Interfaces (GUIs), autonomous driving systems, etc). While there is an active research community working on developing CT…

软件工程 · 计算机科学 2023-01-25 Carlos Ansotegui , Eduard Torres

Continual learning (CL) is a paradigm that aims to replicate the human ability to learn and accumulate knowledge continually without forgetting previous knowledge and transferring it to new tasks. Recent instruction tuning (IT) involves…

计算与语言 · 计算机科学 2023-10-24 Zihan Zhang , Meng Fang , Ling Chen , Mohammad-Reza Namazi-Rad

An ongoing challenge for the requirements engineering of software product lines is to predict whether a new combination of features (units of functionality) will create an unwanted or even hazardous feature interaction. We thus seek to…

软件工程 · 计算机科学 2020-09-17 Seyedehzahra Khoshmanesh , Robyn Lutz

Although feature models are widely used in practice, for example, representing variability in software product lines, their integration is still a challenge. Many integration techniques have been proposed, although none of these have proven…

软件工程 · 计算机科学 2018-10-01 Vinicius Bischoff

To solve complex tasks, large language models (LLMs) often require multiple rounds of interactions with the user, sometimes assisted by external tools. However, current evaluation protocols often emphasize benchmark performance with…

计算与语言 · 计算机科学 2024-03-13 Xingyao Wang , Zihan Wang , Jiateng Liu , Yangyi Chen , Lifan Yuan , Hao Peng , Heng Ji

In Software Product Line Engineering (SPLE) families of systems are designed, rather than developing the individual systems independently. Combinatorial Interaction Testing has proven to be effective for testing in the context of SPLE,…

软件工程 · 计算机科学 2013-12-06 Evelyn Nicole Haslinger , Roberto E. Lopez-Herrejon , Alexander Egyed

Motivation: Machine learning based prediction of compound-protein interactions (CPIs) is important for drug design, screening and repurposing studies and can improve the efficiency and cost-effectiveness of wet lab assays. Despite the…

定量方法 · 定量生物学 2022-02-02 Adiba Yaseen , Imran Amin , Naeem Akhter , Asa Ben-Hur , Fayyaz Minhas
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