Advancement from neural networks to deep learning in software effort estimation: Perspective of two decades

PS Kumar, HS Behera, A Kumari, J Nayak… - Computer Science …, 2020 - Elsevier
In the software engineering, estimation of the effort, time and cost required for the
development of software projects is an important issue. It is a very difficult task for project …

A systematic review of requirements change management

S Jayatilleke, R Lai - Information and Software Technology, 2018 - Elsevier
Context Software requirements are often not set in concrete at the start of a software
development project; and requirements changes become necessary and sometimes …

A deep learning model for estimating story points

M Choetkiertikul, HK Dam, T Tran… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
Although there has been substantial research in software analytics for effort estimation in
traditional software projects, little work has been done for estimation in agile projects …

Data-driven effort estimation techniques of agile user stories: a systematic literature review

B Alsaadi, K Saeedi - Artificial Intelligence Review, 2022 - Springer
At an early stage in the development process, a development team must obtain insight into
the software being developed to establish a reliable plan. Thus, the team members should …

GPT2SP: A transformer-based agile story point estimation approach

M Fu, C Tantithamthavorn - IEEE Transactions on Software …, 2022 - ieeexplore.ieee.org
Story point estimation is a task to estimate the overall effort required to fully implement a
product backlog item. Various estimation approaches (eg, Planning Poker, Analogy, and …

Intelligent software engineering in the context of agile software development: A systematic literature review

M Perkusich, LC e Silva, A Costa, F Ramos… - Information and …, 2020 - Elsevier
Abstract CONTEXT: Intelligent Software Engineering (ISE) refers to the application of
intelligent techniques to software engineering. We define an “intelligent technique” as a …

An efficient ANFIS-EEBAT approach to estimate effort of Scrum projects

M Arora, S Verma, Kavita, M Wozniak, J Shafi… - Scientific Reports, 2022 - nature.com
Software effort estimation is a significant part of software development and project
management. The accuracy of effort estimation and scheduling results determines whether a …

Effort and Cost Estimation Using Decision Tree Techniques and Story Points in Agile Software Development

E Rodríguez Sánchez, EF Vázquez Santacruz… - Mathematics, 2023 - mdpi.com
Early effort estimation is important for efficiently planning the use of resources in an
Information Technology (IT) project. However, limited research has been conducted on the …

A systematic literature review of machine learning estimation approaches in scrum projects

M Arora, S Verma, Kavita, S Chopra - Cognitive Informatics and Soft …, 2020 - Springer
It is inevitable for any successful IT industry not to estimate the effort, cost, and duration of
their projects. As evident by Standish group chaos manifesto that approx. 43% of the …

Effort estimation in agile software development using experimental validation of neural network models

S Bilgaiyan, S Mishra, M Das - International Journal of Information …, 2019 - Springer
Frequent requirement changes are a major point of concern in today's scenario. As a
solution to such issues, agile software development (ASD) has efficiently replaced the …