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As demand for computer software continually increases, software scope and complexity become higher than ever. The software industry is in real need of accurate estimates of the project under development. Software development effort…

Software Engineering · Computer Science 2020-07-06 Halcyon D. P. Carvalho , Marília N. C. A. Lima , Wylliams B. Santos , Roberta A. de A. Fagunde

Software effort estimation requires high accuracy, but accurate estimations are difficult to achieve. Increasingly, data mining is used to improve an organization's software process quality, e. g. the accuracy of effort estimations . There…

Software Engineering · Computer Science 2013-10-22 Sumeet Kaur Sehra , Jasneet Kaur , Sukhjit Singh Sehra

Software effort estimation in the early stages of the software life cycle is one of the most essential and daunting tasks for project managers. In this research, a new model based on non-linear regression analysis is proposed to predict…

Software Engineering · Computer Science 2020-03-24 Ali Bou Nassif , Manar AbuTaleb , Luiz Fernando Capretz

Estimating the effort of software systems is an essential topic in software engineering, carrying out an estimation process reliably and accurately for a software forms a vital part of the software development phases. Many researchers have…

Software Engineering · Computer Science 2018-05-03 Najla Akram , AL-Saati , Taghreed Riyadh Alreffaee

An increasing number of software companies have already realized the importance of storing project-related data as valuable sources of information for training prediction models. Such kind of modeling opens the door for the implementation…

Software Engineering · Computer Science 2023-03-08 Victor Uc-Cetina

Software development effort estimation is one of the most critical aspect in software development process, as the success or failure of the entire project depends on the accuracy of estimations. Researchers are still conducting studies on…

Software Engineering · Computer Science 2025-10-07 Sisay Deresa Sima , Ayalew Belay Habtie

Reliable effort estimation remains an ongoing challenge to software engineers. Accurate effort estimation is the state of art of software engineering, effort estimation of software is the preliminary phase between the client and the…

Software Engineering · Computer Science 2010-04-09 Saleem Basha , Dhavachelvan Ponnurangam

Software development effort estimation is considered a fundamental task for software development life cycle as well as for managing project cost, time and quality. Therefore, accurate estimation is a substantial factor in projects success…

Neural and Evolutionary Computing · Computer Science 2022-08-11 Nazeeh Ghatasheh , Hossam Faris , Ibrahim Aljarah , Rizik M. H. Al-Sayyed

This paper presents an extensive study on the application of AI techniques for software effort estimation in the past five years from 2017 to 2023. By overcoming the limitations of traditional methods, the study aims to improve accuracy and…

Software Engineering · Computer Science 2024-02-09 Nhi Tran , Tan Tran , Nam Nguyen

Software cost estimation is one of the prerequisite managerial activities carried out at the software development initiation stages and also repeated throughout the whole software life-cycle so that amendments to the total cost are made. In…

Software Engineering · Computer Science 2023-12-21 Efi Papatheocharous , Harris Papadopoulos , Andreas S. Andreou

Software effort estimation models are typically developed based on an underlying assumption that all data points are equally relevant to the prediction of effort for future projects. The dynamic nature of several aspects of the software…

Software Engineering · Computer Science 2021-07-06 Michael Franklin Bosu , Stephen G. MacDonell , Peter A. Whigham

Software effort estimation is a critical part of software engineering. Although many techniques and algorithmic models have been developed and implemented by practitioners, accurate software effort prediction is still a challenging…

Software Engineering · Computer Science 2015-08-04 Wei Lin Du , Danny Ho , Luiz Fernando Capretz

Software development effort estimation (SDEE) is one of the main tasks in software project management. It is crucial for a project manager to efficiently predict the effort or cost of a software project in a bidding process, since…

Software Engineering · Computer Science 2017-08-23 Ali Bou Nassif , Mohammad Azzeh , Luiz Fernando Capretz , Danny Ho

Software estimation is one of the most important activities in the software project. The software effort estimation is required in the early stages of software life cycle. Project Failure is the major problem undergoing nowadays as seen by…

Software Engineering · Computer Science 2020-09-04 Akanksha Baghel , Meemansa Rathod , Pradeep Singh

The job of software effort estimation is a critical one in the early stages of the software development life cycle when the details of requirements are usually not clearly identified. Various optimization techniques help in improving the…

Software Engineering · Computer Science 2014-01-16 Shashank Mouli Satapathy , Santanu Kumar Rath

Context:More than half the literature on software effort estimation (SEE) focuses on comparisons of new estimation methods. Surprisingly, there are no studies comparing state of the art latest methods with decades-old approaches.…

Software Engineering · Computer Science 2016-09-30 Tim Menzies , Ye Yang , George Mathew , Barry Boehm , Jairus Hihn

Software effort estimation plays a critical role in project management. Erroneous results may lead to overestimating or underestimating effort, which can have catastrophic consequences on project resources. Machine-learning techniques are…

Software Engineering · Computer Science 2019-02-12 Ali Bou Nassif , Mohammad Azzeh , Ali Idri , Alain Abran

Effort estimation is a key factor for software project success, defined as delivering software of agreed quality and functionality within schedule and budget. Traditionally, effort estimation has been used for planning and tracking project…

Software Engineering · Computer Science 2014-01-24 Adam Trendowicz , Jürgen Münch , Ross Jeffery

The effort invested in a software project is probably one of the most important and most analyzed variables in recent years in the process of project management. The limitation of algorithmic effort prediction models is their inability to…

Software Engineering · Computer Science 2013-10-22 Sumeet Kaur Sehra , Yadwinder Singh Brar , Navdeep Kaur

Background: It is widely recognized that software effort estimation is a regression problem. Model Tree (MT) is one of the Machine Learning based regression techniques that is useful for software effort estimation, but as other machine…

Software Engineering · Computer Science 2017-03-17 Mohammad Azzeh
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