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Poor data quality limits the advantageous power of Machine Learning (ML) and weakens high-performing ML software systems. Nowadays, data are more prone to the risk of poor quality due to their increasing volume and complexity. Therefore,…

Machine Learning · Computer Science 2025-02-20 Manal Rahal , Bestoun S. Ahmed , Gergely Szabados , Torgny Fornstedt , Jorgen Samuelsson

The desire to build quality software systems has been the focus of most software developers and researchers for decades. This has culminated in the design of practices that promote quality in the designed software. Originating from the…

Software Engineering · Computer Science 2022-09-20 Sibonile Moyo

Assessing and predicting the complex concept of software quality is still challenging in practice as well as research. Activity-based quality models break down this complex con- cept into more concrete definitions, more precisely facts…

Software Engineering · Computer Science 2016-12-01 Stefan Wagner

Background: Data quality is vital in software analytics, particularly for machine learning (ML) applications like software defect prediction (SDP). Despite the widespread use of ML in software engineering, the effect of data quality…

Software Engineering · Computer Science 2024-08-23 Aaditya Bhatia , Dayi Lin , Gopi Krishnan Rajbahadur , Bram Adams , Ahmed E. Hassan

In this report we propose a solution to problem of the dependency on the experience of the software project quality assurance personnel by providing a transparent, objective and measurement based quality framework. The framework helps the…

Software Engineering · Computer Science 2014-08-19 Zádor Dániel Kelemen , Gábor Bényász , Zoltán Badinka

Without quantitative data, deciding whether and how to use static analysis in a development workflow is a matter of expert opinion and guesswork rather than an engineering trade-off. Moreover, relevant data collected under real-world…

Software Engineering · Computer Science 2020-03-09 William R. Nichols

Background. Refactoring is a critical task in software maintenance and is generally performed to enforce the best design and implementation practices or to cope with design defects. Several studies attempted to detect refactoring activities…

Software Engineering · Computer Science 2020-09-15 Eman Abdullah AlOmar , Mohamed Wiem Mkaouer , Ali Ouni , Marouane Kessentini

A software architect uses quality requirements to design the architecture of a system. However, it is essential to ensure that the system's final architectural design achieves the standard quality requirements. The existing architectural…

Software Engineering · Computer Science 2021-05-21 Ritu Kapur , Sumit Kalra , Kamlesh Tiwari , Geetika Arora

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

The proliferation of SQL for data processing has often occurred without the rigor of traditional software development, leading to siloed efforts, logic replication, and increased risk. This ad-hoc approach hampers data governance and makes…

Systems and Control · Electrical Eng. & Systems 2025-11-18 Dmytro Valiaiev

This paper reports the use of a qualitative methodology for conducting longitudinal case study research on software development. We provide a detailed description and explanation of appropriate methods of qualitative data collection and…

Software Engineering · Computer Science 2021-01-22 Laurie McLeod , Stephen G. MacDonell , Bill Doolin

Self-adaptive software can assess and modify its behavior when the assessment indicates that the program is not performing as intended or when improved functionality or performance is available. Since the mid-1960s, the subject of system…

Software Engineering · Computer Science 2023-02-14 Tarik A. Rashid , Bryar A. Hassan , Abeer Alsadoon , Shko Qader , S. Vimal , Amit Chhabra , Zaher Mundher Yaseen

Organizations increasingly adopt Retrieval-Augmented Generation (RAG) to enhance Large Language Models with enterprise-specific knowledge. However, current data quality (DQ) frameworks have been primarily developed for static datasets, and…

Artificial Intelligence · Computer Science 2025-10-02 Leopold Müller , Joshua Holstein , Sarah Bause , Gerhard Satzger , Niklas Kühl

Modeling complex systems is a time-consuming, difficult and fragmented task, often requiring the analyst to work with disparate data, a variety of models, and expert knowledge across a diverse set of domains. Applying a user-centered design…

Human-Computer Interaction · Computer Science 2021-09-09 Fahd Husain , Pascale Proulx , Meng-Wei Chang , Rosa Romero-Gomez , Holland Vasquez

In software-intensive organizations, an organizational management system will not guarantee organizational success unless the business strategy can be translated into a set of operational software goals. The Goal Question Metric (GQM)…

Software Engineering · Computer Science 2014-02-04 Victor Basili , Jens Heidrich , Mikael Lindvall , Jürgen Münch , Myrna Regardie , Dieter Rombach , Carolyn Seaman , Adam Trendowicz

The estimation and improvement of quality attributes in software architectures is a challenging and time-consuming activity. On modern software applications, a model-based representation is crucial to face the complexity of such activity.…

Software Engineering · Computer Science 2024-01-31 Daniele Di Pompeo , Michele Tucci

Data Quality (DQ) describes the degree to which data characteristics meet requirements and are fit for use by humans and/or systems. There are several aspects in which DQ can be measured, called DQ dimensions (i.e. accuracy, completeness,…

Databases · Computer Science 2024-07-29 Vasileios Papastergios , Anastasios Gounaris

Know a days Computer system become essential and it is most commonly used in every field of life. The computer saves time and use to solve complex and extensive problem quickly in an efficient way. For this purpose software programs are…

Software Engineering · Computer Science 2016-12-30 Ahmed Mateen , Muhammad Azeem , Mohammad Shafiq

In the industries that involved either chemistry or biology, such as pharmaceutical industries, chemical industries or food industry, the analytical methods are the necessary eyes and hear of all the material produced or used. If the…

Applications · Statistics 2008-01-03 Myriam Maumy , B. Boulanger , W. Dewe , A. Gilbert , B. Govaerts

Data quality assessment has become a prominent component in the successful execution of complex data-driven artificial intelligence (AI) software systems. In practice, real-world applications generate huge volumes of data at speeds. These…

Databases · Computer Science 2023-03-28 Firas Bayram , Bestoun S. Ahmed , Erik Hallin , Anton Engman
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