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Traditional data quality control methods are based on users experience or previously established business rules, and this limits performance in addition to being a very time consuming process with lower than desirable accuracy. Utilizing…

Artificial Intelligence · Computer Science 2018-10-17 Wei Dai , Kenji Yoshigoe , William Parsley

Data quality is a key element for building and optimizing good learning models. Despite many attempts to characterize data quality, there is still a need for rigorous formalization and an efficient measure of the quality from available…

Machine Learning · Computer Science 2023-12-14 Jouseau Roxane , Salva Sébastien , Samir Chafik

Computing devices and associated software govern everyday life, and form the backbone of safety critical systems in banking, healthcare, automotive and other fields. Increasing system complexity, quickly evolving technologies and paradigm…

Software Engineering · Computer Science 2020-09-04 Arthur-Jozsef Molnar , Alexandra Neamţu , Simona Motogna

The large amount of information and the increasing complexity of applications constrain developers to have stand-alone and reusable components from libraries and component markets.Our approach consists in developing methods to evaluate the…

Software Engineering · Computer Science 2017-03-30 Kouakou Ive Arsene Koffi , Konan Marcellin Brou , Souleymane Oumtanaga

Developing software projects allows students to put knowledge into practice and gain teamwork skills. However, assessing student performance in project-oriented courses poses significant challenges, particularly as the size of classes…

Computers and Society · Computer Science 2024-05-02 Anna Ogorodova , Pakizar Shamoi , Aron Karatayev

Software technology has high impact on the global economy as in many sectors of contemporary society. As a product enabling the most varied daily activities, the software product has to be produced reflecting high quality. Software quality…

Software Engineering · Computer Science 2022-01-24 Rogerio Rossi , Kechi Hirama

Empirical methods like experimentation have become a powerful means to drive the field of software engineering by creating scientific evidence on software development, operation, and maintenance, but also by supporting practitioners in…

Software Engineering · Computer Science 2020-05-11 Michael Felderer , Guilherme Horta Travassos

Software reliability models are an important tool in quality management and release planning. There is a large number of different models that often exhibit strengths in different areas. This paper proposes a model that is based on a…

Software Engineering · Computer Science 2016-12-13 Stefan Wagner , Helmut Fischer

Model-based verification allows to express behavioral correctness conditions like the validity of execution states, boundaries of variables or timing at a high level of abstraction and affirm that they are satisfied by a software system.…

Software Engineering · Computer Science 2017-03-21 Bugra M. Yildiz , Arend Rensink , Christoph Bockisch , Mehmet Aksit

Ensuring software quality in embedded firmware is critical, especially in safety-critical domains where compliance with functional safety standards (ISO 26262) requires strong guarantees of software reliability. While machine learning-based…

Software Engineering · Computer Science 2026-02-09 Marco De Luca , Domenico Amalfitano , Anna Rita Fasolino , Porfirio Tramontana

The use of machine learning systems in clinical routine is still hampered by the necessity of a medical device certification and/or by difficulty to implement these systems in a clinic's quality management system. In this context, the key…

Medical Physics · Physics 2022-10-18 Lorenzo Mercolli , Axel Rominger , Kuangyu Shi

It is well known fact that was phrased by famous quality scholar P.B. Crosby that it is always cheaper to do the job right the first time. However, this statement must be reconsidered with respect to software development projects, because…

Software Engineering · Computer Science 2014-05-20 Parvez Mahmood Khan , M. M. Sufyan Beg

Defect estimation and prediction are some of the main modulating factors for the success of software projects in any software industry. Maturity and competency of a project manager in efficient prediction and estimation of resource…

Software Engineering · Computer Science 2012-03-30 T. R. Gopalakrishnan Nair , V. Suma , N. R. Shashi Kumar

Accurate estimation such as cost estimation, quality estimation and risk analysis is a major issue in management. We propose a patent pending soft computing framework to tackle this challenging problem. Our generic framework is independent…

Software Engineering · Computer Science 2015-08-04 Danny Ho , Luiz Fernando Capretz , Xishi Huang , Jing Ren

Maintaining an acceptable level of quality of service in modern complex systems is challenging, particularly in the presence of various forms of uncertainty caused by changing execution context, unpredicted events, etc. Although…

Software Engineering · Computer Science 2020-12-04 Fatma Kachi , Chafia Bouanaka , Souheir Merkouche

Estimation is one of the most critical areas in software project management life cycle, which is still evolving and less matured as compared to many other industries like construction, manufacturing etc. Originally the word estimation, in…

Software Engineering · Computer Science 2014-05-27 Parvez Mahmood Khan , M. M. Sufyan Beg

Automated, data-driven quality management systems, which facilitate the transformation of data into useable information, are desired to enhance decision-making processes. Integration of accurate, reliable, and straightforward approaches…

Other Computer Science · Computer Science 2019-03-27 Wenying Ji

Software engineering and information systems practices seek ultimately to create the flawless product. One of the tools used to improve the quality of software development is the use of metrics. In this paper, metrics retrieved from open…

Software Engineering · Computer Science 2015-11-11 Mamdouh Alenezi , Ibrahim Abunadi

Software testing process consists of activities that implemented after it is planned and including to document related testing activities. Test processes must be applied necessarily for able to clearly see the quality of software, the…

Software Engineering · Computer Science 2019-03-05 M. Hanefi CALP , Utku KOSE

Software testing is a mandatory activity in any serious software development process, as bugs are a reality in software development. This raises the question of quality: good tests are effective in finding bugs, but until a test case…

Software Engineering · Computer Science 2023-07-14 Daniel Lucrédio , Auri Marcelo Rizzo Vincenzi , Eduardo Santana de Almeida , Iftekhar Ahmed