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Unlike most other software quality attributes, testability cannot be evaluated solely based on the characteristics of the source code. The effectiveness of the test suite and the budget assigned to the test highly impact the testability of…

软件工程 · 计算机科学 2022-08-25 Morteza Zakeri-Nasrabadi , Saeed Parsa

Modern computer systems are highly configurable, with the total variability space sometimes larger than the number of atoms in the universe. Understanding and reasoning about the performance behavior of highly configurable systems, over a…

机器学习 · 计算机科学 2022-03-21 Md Shahriar Iqbal , Rahul Krishna , Mohammad Ali Javidian , Baishakhi Ray , Pooyan Jamshidi

The stochastic nature of iterative optimization heuristics leads to inherently noisy performance measurements. Since these measurements are often gathered once and then used repeatedly, the number of collected samples will have a…

神经与进化计算 · 计算机科学 2022-04-25 Diederick Vermetten , Hao Wang , Manuel López-Ibañez , Carola Doerr , Thomas Bäck

Continuous availability of HPC systems built from commodity components have become a primary concern as system size grows to thousands of processors. In this paper, we present the analysis of 8-24 months of real failure data collected from…

分布式、并行与集群计算 · 计算机科学 2013-02-21 Charng-Da Lu

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

Software testing is one of the important ways to ensure the quality of software. It is found that testing cost more than 50% of overall project cost. Effective and efficient software testing utilizes the minimum resources of software.…

机器学习 · 计算机科学 2020-09-01 Ali Nawaz , Attique Ur Rehman , Muhammad Abbas

Machine learning is increasingly permeating radio-based localization services. To keep results credible and comparable, everyday workflows should make rigorous experiment specification and exact repeatability the default, without blocking…

软件工程 · 计算机科学 2026-01-22 Tim Strnad , Blaž Bertalanič , Carolina Fortuna

Component selection is considered one of hard tasks in Component Based Software Engineering (CBSE). It is difficult to find the optimal component selection. CBSE is an approach that is used to develop a software system from pre-existing…

软件工程 · 计算机科学 2014-08-27 Weam Gaoud Alghabban , M. Rizwan Jameel Qureshi

The memory system of a modern embedded processor consumes a large fraction of total system energy. We explore a range of different configuration options and show that a reconfigurable design can make better use of the resources available to…

硬件体系结构 · 计算机科学 2016-01-08 Daniel Bates , Alex Chadwick , Robert Mullins

Errors in quantum programs are challenging to track down due to the uncertainty of quantum programs. Testing is, therefore, an indispensable method for assuring the quality of quantum software. Existing testing methods focus only on testing…

软件工程 · 计算机科学 2023-02-28 Peixun Long , Jianjun Zhao

Sampling is a fundamental problem in computer science and statistics. However, for a given task and stream, it is often not possible to choose good sampling probabilities in advance. We derive a general framework for adaptively changing the…

机器学习 · 统计学 2022-06-16 Daniel Ting

Traditionally, mutation testing generates an abundance of small deviations of a program, called mutants. At industrial systems the scale and size of Facebook's, doing this is infeasible. We should not create mutants that the test suite…

软件工程 · 计算机科学 2021-01-28 Moritz Beller , Chu-Pan Wong , Johannes Bader , Andrew Scott , Mateusz Machalica , Satish Chandra , Erik Meijer

Context: Software development projects increasingly adopt unit testing as a way to identify and correct program faults early in the construction process. Code that is unit tested should therefore have fewer failures associated with it.…

软件工程 · 计算机科学 2023-12-05 Efstathia Chioteli , Ioannis Batas , Diomidis Spinellis

Numerous software systems are highly configurable through run-time options, such as command-line parameters. Users can tune some of the options to meet various functional and non-functional requirements such as footprint, security, or…

软件工程 · 计算机科学 2022-10-26 Xhevahire Tërnava , Mathieu Acher , Benoit Combemale

Highly-configurable software systems can have thousands of interdependent configuration options across different subsystems. In the resulting configuration space, discovering a valid product configuration for some selected options can be…

软件工程 · 计算机科学 2020-03-18 Michael Lienhardt , Ferruccio Damiani , Einar Broch Johnsen , Jacopo Mauro

The correctness of the Solidity compiler is crucial for ensuring the security of smart contracts. However, the implementation complexity of its type system often introduces elusive defects. This paper presents the first systematic empirical…

软件工程 · 计算机科学 2025-12-23 Lantian Li , Yue Pan , Dan Wang , Jingwen Wu , Zhongxing Yu

Software developers attempt to reproduce software bugs to understand their erroneous behaviours and to fix them. Unfortunately, they often fail to reproduce (or fix) them, which leads to faulty, unreliable software systems. However, to…

软件工程 · 计算机科学 2021-08-12 Mohammad Masudur Rahman , Foutse Khomh , Marco Castelluccio

Modern distributed storage systems come with aplethora of configurable parameters that controlmodule behavior and affect system performance. Default settings provided by developers are often suboptimal for specific user cases. Tuning…

分布式、并行与集群计算 · 计算机科学 2020-07-08 Wenhao Lyu , Youyou Lu , Jiwu Shu , Wei Zhao

In this paper, we study a fault-tolerant control for systems consisting of multiple homogeneous components such as parallel processing machines. This type of system is often more robust to uncertainty compared to those with a single…

最优化与控制 · 数学 2020-12-03 Jalal Arabneydi , Amir G. Aghdam

Mutation testing research has indicated that a major part of its application cost is due to the large number of low utility mutants that it introduces. Although previous research has identified this issue, no previous study has proposed any…

软件工程 · 计算机科学 2022-03-02 Aayush Garg , Milos Ojdanic , Renzo Degiovanni , Thierry Titcheu Chekam , Mike Papadakis , Yves Le Traon