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Today, machine learning (ML) is widely used in industry to provide the core functionality of production systems. However, it is practically always used in production systems as part of a larger end-to-end software system that is made up of…

Software Engineering · Computer Science 2022-11-28 Ayan Chatterjee , Bestoun S. Ahmed , Erik Hallin , Anton Engman

Internal software quality determines the maintainability of the software product and influences the quality in use. There is a plethora of metrics which purport to measure the internal quality of software, and these metrics are offered by…

Software Engineering · Computer Science 2019-09-24 Mayra Nilson , Vard Antinyan , Lucas Gren

The nature and complexity of software have changed significantly in the last few decades. With the easy availability of computing power, deeper and broader applications are made. It has been extremely necessary to produce good quality…

Software Engineering · Computer Science 2012-05-30 Bandla Srinivasa Rao , R. Satya Prasad , R. R. L. Kantham

In this paper, we ask the question of why the quality of commercial software, in terms of security and safety, does not measure up to that of other (durable) consumer goods we have come to expect. We examine this question through the lens…

Cryptography and Security · Computer Science 2025-06-11 Gergely Biczók , Sasha Romanosky , Mingyan Liu

The evolution analysis on Web service ecosystems has become a critical problem as the frequency of service changes on the Internet increases rapidly. Developers need to understand these evolution patterns to assist in their decision-making…

Software Engineering · Computer Science 2021-08-30 Mingyi Liu , Zhiying Tu , Yeqi Zhu , Xiaofei Xu , Zhongjie Wang , Quan Z. Sheng

Software testing is a prime factor in software industry. Besides knowing the importance of testing, only limited time is allocated for teaching it. It will be more efficient if testing is taught simultaneously with programming foundations.…

Artificial Intelligence · Computer Science 2013-02-22 A. Anandaraj , P. Kalaivani , V. Rameshkumar

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

When teaching Programming and Software Engineering in Bachelor's Degree programs, the emphasis on creating functional software projects often overshadows the focus on software quality, a trend that aligns with ACM curricula recommendations.…

Data scientists often develop machine learning models to solve a variety of problems in the industry and academy but not without facing several challenges in terms of Model Development. The problems regarding Machine Learning Development…

Software Engineering · Computer Science 2021-02-16 Giuliano Lorenzoni , Paulo Alencar , Nathalia Nascimento , Donald Cowan

Over the years, Software Quality Engineering has increased interest, demonstrated by significant research papers published in this area. Determining when a software artifact is qualitatively valid is tricky, given the impossibility of…

Software Engineering · Computer Science 2024-01-31 Francesco Basciani , Daniele Di Pompeo , Juri Di Rocco , Alfonso Pierantonio

Software model checking has experienced significant progress in the last two decades, however, one of its major bottlenecks for practical applications remains its scalability and adaptability. Here, we describe an approach to integrate…

Software Engineering · Computer Science 2019-07-19 Felipe R. Monteiro , Mikhail R. Gadelha , Lucas C. Cordeiro

During the software evolution, existing features may be adversely affected by new changes, which is well known as regression errors. Maintaining a high-quality test suite is helpful to prevent regression errors, whereas it heavily depends…

Software Engineering · Computer Science 2020-09-23 Tao Ji , Liqian Chen , Xiaoguang Mao , Xin Yi , Jiahong Jiang

For a software system, its architecture is typically defined as the fundamental organization of the system incorporated by its components, their relationships to one another and their environment, and the principles governing their design.…

Software Engineering · Computer Science 2011-03-22 Robert Dabrowski , Krzysztof Stencel , Grzegorz Timoszuk

Today it is crucial for organizations to pay even greater attention on quality management as the importance of this function in achieving ultimate business objectives is increasingly becoming clearer. Importance of the Quality Management…

Software Engineering · Computer Science 2014-01-03 Uttam Bhattacharya , Amit Kumar Rahut , Sujoy De

Contemporary intelligent systems incorporate software components, including machine learning components. As they grow in complexity and data volume such machine learning systems face unique quality challenges like scalability and…

Software Engineering · Computer Science 2025-01-22 Simeon Emanuilov , Aleksandar Dimov

A characteristic of existing predictive process monitoring techniques is to first construct a predictive model based on past process executions, and then use it to predict the future of new ongoing cases, without the possibility of updating…

Artificial Intelligence · Computer Science 2023-10-26 Chiara Di Francescomarino , Chiara Ghidini , Fabrizio Maria Maggi , Williams Rizzi , Cosimo Damiano Persia

Systematic application of software metric techniques can lead to significant improvements of the quality of a final software product. However, there is still the evident lack of wider utilization of software metrics techniques and tools due…

Software Engineering · Computer Science 2013-11-18 Gordana Rakic , Zoran Budimac

In the last couple of years we have witnessed an enormous increase of machine learning (ML) applications. More and more program functions are no longer written in code, but learnt from a huge amount of data samples using an ML algorithm.…

Software Engineering · Computer Science 2022-09-07 Peter Kriens , Tim Verbelen

Software has a longstanding association with a state of crisis considering its success rate. The explosion of Internet-connected devices, Internet-of-Things, adds to the complexity of software systems. The particular characteristics of…

Software Engineering · Computer Science 2018-11-13 João Pedro Dias , Hugo Sereno Ferreira

This paper considers how a formal mathematically-based model can be used in support of evolutionary software development, and in particular how such a model can be kept consistent with the implementation as it changes to meet new…

Software Engineering · Computer Science 2011-11-14 A. Gravell , Y. Howard , J. C. Augusto , C. Ferreira , S. Gruner