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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

Many cost estimation models have been proposed over the last three decades. In this study, we investigate fuzzy ID3 decision tree as a method for software effort estimation. Fuzzy ID software effort estimation model is designed by…

Software Engineering · Computer Science 2012-04-12 Sanaa Elyassami , Ali Idri

Estimating effort based on requirement texts presents many challenges, especially in obtaining viable features to infer effort. Aiming to explore a more effective technique for representing textual requirements to infer effort estimates by…

Software Engineering · Computer Science 2020-07-01 Eliane M. De Bortoli Fávero , Dalcimar Casanova , Andrey Ricardo Pimentel

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 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 accuracy is a key factor in effective planning, controlling and to deliver a successful software project within budget and schedule. The overestimation and underestimation both are the key challenges for future…

Software Engineering · Computer Science 2021-01-27 Yasir Mahmood , Nazri Kama , Azri Azmi , Ahmad Salman Khan , Mazlan Ali

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

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

Accurate software effort estimation has been a challenge for many software practitioners and project managers. Underestimation leads to disruption in the projects estimated cost and delivery. On the other hand, overestimation causes…

Software Engineering · Computer Science 2015-08-31 Ali Bou Nassif , Mohammad Azzeh , Luiz Fernando Capretz , Danny Ho

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

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 effort estimation (SEE) is a core activity in all software processes and development lifecycles. A range of increasingly complex methods has been considered in the past 30 years for the prediction of effort, often with mixed and…

Software Engineering · Computer Science 2021-02-08 Peter A. Whigham , Caitlin A. Owen , Stephen G. MacDonell

Background: Adaptation technique is a crucial task for analogy based estimation. Current adaptation techniques often use linear size or linear similarity adjustment mechanisms which are often not suitable for datasets that have complex…

Software Engineering · Computer Science 2017-03-21 Mohammad Azzeh

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

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

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

Software development effort estimation is one of the most major activities in software project management. A number of models have been proposed to construct a relationship between software size and effort; however we still have problems…

Software Engineering · Computer Science 2010-07-27 P. V. G. D. Prasad Reddy , K. R. Sudha , P. Rama Sree , S. N. S. V. S. C. Ramesh

Software analytics has been widely used in software engineering for many tasks such as generating effort estimates for software projects. One of the "black arts" of software analytics is tuning the parameters controlling a data mining…

Software Engineering · Computer Science 2019-02-04 Tianpei Xia , Rahul Krishna , Jianfeng Chen , George Mathew , Xipeng Shen , Tim Menzies

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

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
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