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Related papers: Source Code Metrics for Software Defects Predictio…

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In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but…

Software Engineering · Computer Science 2018-08-31 Ahmet Okutan

Defect prediction is one of the most popular research topics due to its potential to minimize software quality assurance efforts. Existing approaches have examined defect prediction from various perspectives such as complexity and developer…

Software Engineering · Computer Science 2024-09-02 Rafed Muhammad Yasir , Ahmedul Kabir

Software dependency network metrics extracted from the dependency graph of the software modules by the application of Social Network Analysis (SNA metrics) have been shown to improve the performance of the Software Defect prediction (SDP)…

Software Engineering · Computer Science 2022-02-15 Lina Gong , Gopi Krishnan Rajbahadur , Ahmed E. Hassan , Shujuan Jiang

Change-prone classes or modules are defined as software components in the source code which are likely to change in the future. Change-proneness prediction is useful to the maintenance team as they can optimize and focus their testing…

Software Engineering · Computer Science 2017-12-22 Lov Kumar , Ashish Sureka

Two key contributions presented in this paper are: i) A method for building a dataset containing source code features extracted from source files taken from Open Source Software (OSS) and associated bug reports, ii) A predictive model for…

Software Engineering · Computer Science 2018-09-13 Ritu Kapur , Balwinder Sodhi

Many software metrics are designed to measure aspects that are believed to be related to software quality. Static software metrics, e.g., size, complexity and coupling are used in defect prediction research as well as software quality…

Software Engineering · Computer Science 2022-05-31 Alexander Trautsch , Johannes Erbel , Steffen Herbold , Jens Grabowski

Software defect prediction using code metrics has been extensively researched over the past five decades. However, prediction harnessing non-software metrics is under-researched. Considering that the root cause of software defects is often…

Software Engineering · Computer Science 2025-08-07 Carlos Andrés Ramírez Cataño , Makoto Itoh

Traditional defect prediction approaches often use metrics that measure the complexity of the design or implementing code of a software system, such as the number of lines of code in a source file. In this paper, we explore a different…

Software Engineering · Computer Science 2024-09-30 Hung Viet Pham , Tung Thanh Nguyen

Several software defect prediction techniques have been developed over the past decades. These techniques predict defects at the granularity of typical software assets, such as components and files. In this paper, we investigate…

Software Engineering · Computer Science 2021-04-14 Mukelabai Mukelabai , Stefan Strüder , Daniel Strüber , Thorsten Berger

Software fault prediction model are employed to optimize testing resource allocation by identifying fault-prone classes before testing phases. Several researchers' have validated the use of different classification techniques to develop…

Software Engineering · Computer Science 2017-04-17 Lov Kumar , Santanu Rath , Ashish Sureka

In the past couple of decades, significant research efforts have been devoted to the prediction of software bugs (i.e., defects). In general, these works leverage a diverse set of metrics, tools, and techniques to predict which classes,…

Software Engineering · Computer Science 2024-08-06 Ehsan Mashhadi , Shaiful Chowdhury , Somayeh Modaberi , Hadi Hemmati , Gias Uddin

In a critical software system, the testers have to spend an enormous amount of time and effort to maintain the software due to the continuous occurrence of defects. Among such defects, some severe defects may adversely affect the software.…

Software Engineering · Computer Science 2022-10-11 Umamaheswara Sharma B , Ravichandra Sadam

In object-oriented software design, various metrics predict software systems' fault proneness. Fault predictions can considerably improve the quality of the development process and the software product. In this paper, we look at the…

Software Engineering · Computer Science 2025-04-14 Areeb Ahmed Mir , Muhammad Raees , Afzal Ahmed

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

In the past couple of decades, significant research efforts are devoted to the prediction of software bugs. However, most existing work in this domain treats all bugs the same, which is not the case in practice. It is important for a defect…

Software Engineering · Computer Science 2023-09-07 Ehsan Mashhadi , Hossein Ahmadvand , Hadi Hemmati

Context. Software reusability mechanisms, like inheritance and delegation in Object-Oriented programming, are widely recognized as key instruments of software design. These are used to reduce the risks of source code being affected by…

Software Engineering · Computer Science 2022-08-17 Giammaria Giordano , Gerardo Festa , Gemma Catolino , Fabio Palomba , Filomena Ferrucci , Carmine Gravino

Software defect prediction plays a crucial role in estimating the most defect-prone components of software, and a large number of studies have pursued improving prediction accuracy within a project or across projects. However, the rules for…

Software Engineering · Computer Science 2020-04-28 Peng He , Bing Li , Xiao Liu , Jun Chen , Yutao Ma

Software quality is one of the essential aspects of a software. With increasing demand, software designs are becoming more complex, increasing the probability of software defects. Testers improve the quality of software by fixing defects.…

Software Engineering · Computer Science 2020-11-18 Mitt Shah , Nandit Pujara

Context: Software systems are in continuous evolution through source code changes to fixing bugs, adding new functionalities and improving the internal architecture. All these practices are recorded in the version history, which can be…

Software Engineering · Computer Science 2020-01-17 Leandro Ungari Cayres , Bruno Santos de Lima , Rogério Eduardo Garcia

Software metrics offer a quantitative basis for predicting the software development process. In this way, software quality can be improved very easily. Software quality should be achieved to satisfy the customer with decreasing the software…

Software Engineering · Computer Science 2019-05-31 Junaid Rashid , Toqeer Mahmood , Muhamad Wasif Nisar
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