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There is a growing body of knowledge in the computer science, software engineering, software testing and software test automation disciplines. However, a challenge for researchers is to evaluate their research findings, ideas and tools due…

软件工程 · 计算机科学 2023-11-27 Per Erik Strandberg , Yosh Marklund

Embedded systems are ubiquitous and play critical roles in management systems for industry and transport. Software failures in these domains may lead to loss of production or even loss of life, so the software in these systems needs to be…

软件工程 · 计算机科学 2021-11-17 Per Erik Strandberg

Diagnosis results are highly dependent on the volume of test set. To derive the most efficient test set, we propose several machine learning based methods to predict the minimum amount of test data that produces relatively accurate…

机器学习 · 计算机科学 2020-10-30 Kaiming Fu , Yulu Jin , Zhousheng Chen

Context: Software testability is the degree to which a software system or a unit under test supports its own testing. To predict and improve software testability, a large number of techniques and metrics have been proposed by both…

软件工程 · 计算机科学 2018-12-07 Vahid Garousi , Michael Felderer , Feyza Nur Kilicaslan

Background: Research software plays an important role in solving real-life problems, empowering scientific innovations, and handling emergency situations. Therefore, the correctness and trustworthiness of research software are of absolute…

软件工程 · 计算机科学 2022-07-27 Nasir U. Eisty , Jeffrey C. Carver

Software is at the core of most scientific discoveries today. Therefore, the quality of research results highly depends on the quality of the research software. Rigorous testing, as we know it from software engineering in the industry,…

软件工程 · 计算机科学 2024-12-20 Michael Dorner , Andreas Bauer , Florian Angermeir

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

软件工程 · 计算机科学 2025-04-01 Max Hort , Leon Moonen

Today's software systems like cyber-physical production systems or big data systems have to process large volumes and diverse types of data which heavily influences the quality of these so-called data-intensive systems. However, traditional…

软件工程 · 计算机科学 2019-04-10 Michael Felderer , Barbara Russo , Florian Auer

Effective software testing is critical for producing reliable and secure software, yet many computer science students struggle to master the foundational concepts required to construct comprehensive test suites. While automated feedback…

软件工程 · 计算机科学 2025-10-02 Shiza Andleeb , Teo Mendoza , Lucas Cordova , Gursimran Walia , Jeffrey C. Carver

The complexity of software in embedded systems has increased significantly over the last years so that software verification now plays an important role in ensuring the overall product quality. In this context, SAT-based bounded model…

软件工程 · 计算机科学 2009-11-20 Lucas Cordeiro , Bernd Fischer , Joao Marques-Silva

Context: Conducting experiments is central to research machine learning research to benchmark, evaluate and compare learning algorithms. Consequently it is important we conduct reliable, trustworthy experiments. Objective: We investigate…

Continuous embeddings of tokens in computer programs have been used to support a variety of software development tools, including readability, code search, and program repair. Contextual embeddings are common in natural language processing…

软件工程 · 计算机科学 2020-04-29 Rafael - Michael Karampatsis , Charles Sutton

The dependency on the correct functioning of embedded systems is rapidly growing, mainly due to their wide range of applications, such as micro-grids, automotive device control, health care, surveillance, mobile devices, and consumer…

计算机科学中的逻辑 · 计算机科学 2017-03-01 Lucas Cordeiro

The Software Engineering (SE) community is prolific, making it challenging for experts to keep up with the flood of new papers and for neophytes to enter the field. Therefore, we posit that the community may benefit from a tool extracting…

软件工程 · 计算机科学 2021-08-24 Janusan Baskararajah , Lei Zhang , Andriy Miranskyy

Machine learning models deployed in healthcare systems face data drawn from continually evolving environments. However, researchers proposing such models typically evaluate them in a time-agnostic manner, with train and test splits sampling…

机器学习 · 计算机科学 2022-11-15 Helen Zhou , Yuwen Chen , Zachary C. Lipton

The prevalence of software systems has become an integral part of modern-day living. Software usage has increased significantly, leading to its growth in both size and complexity. Consequently, software development is becoming a more…

软件工程 · 计算机科学 2023-06-07 Tiago Dias , Arthur Batista , Eva Maia , Isabel Praça

What is the impact of software engineering research on current practices in industry? In this paper, I report on my direct experience as a PhD/post-doc working in software engineering research projects, and then spending the following five…

软件工程 · 计算机科学 2019-01-15 Andrea Arcuri

The requirements in automation, digitalization, and fast computations have loaded the IT sector with expectations of highly reliable, efficient, and cost-effective software. Given that the process of testing, verification, and validation of…

软件工程 · 计算机科学 2022-09-08 Durga Shree N , Sree Dharinya S , Dasari Vijayasree , Nadendla Sai Roopa , Anugu Arun

Software defect datasets, which are collections of software bugs, are essential resources to facilitate empirical research and enable standardized benchmarking for a wide range of software engineering techniques, including emerging areas…

软件工程 · 计算机科学 2026-02-12 Hao-Nan Zhu , Robert M. Furth , Michael Pradel , Cindy Rubio-González

Robotic systems are complex and safety-critical software systems. As such, they need to be tested thoroughly. Unfortunately, robot software is intrinsically hard to test compared to traditional software, mainly since the software needs to…

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