Software cost and effort estimation: Current approaches and future trends

CH Rashid, I Shafi, J Ahmad, EB Thompson… - IEEE …, 2023 - ieeexplore.ieee.org
Software cost and effort estimation is one of the most significant tasks in the area of software
engineering. Research conducted in this field has been evolving with new techniques that …

Toward improving the efficiency of software development effort estimation via clustering analysis

V Van Hai, HLTK Nhung, Z Prokopova, R Silhavy… - IEEE …, 2022 - ieeexplore.ieee.org
Introduction: The precise estimation of software effort is a significant difficulty that project
managers encounter during software development. Inaccurate forecasting leads to either …

Comparing multiple linear regression, deep learning and multiple perceptron for functional points estimation

HT Hoc, R Silhavy, Z Prokopova, P Silhavy - IEEE Access, 2022 - ieeexplore.ieee.org
This study compares the performance of Pytorch-based Deep Learning, Multiple Perceptron
Neural Networks with Multiple Linear Regression in terms of software effort estimations …

Multi-kernel support vector regression with improved moth-flame optimization algorithm for software effort estimation

J Li, S Sun, L Xie, C Zhu, D He - Scientific Reports, 2024 - nature.com
In this paper, a novel Moth-Flame Optimization (MFO) algorithm, namely MFO algorithm
enhanced by Multiple Improvement Strategies (MISMFO) is proposed for solving parameter …

[HTML][HTML] Reliable machine learning models for estimating effective software development efforts: a comparative analysis

A Jadhav, SK Shandilya - Journal of Engineering Research, 2023 - Elsevier
Effort estimation in the software industry is recognized as one of the most critical activities for
the success of the overall solution delivery in the software development process. Software …

An empirical study on software test effort estimation for defense projects

E Cibir, TE Ayyildiz - IEEE Access, 2022 - ieeexplore.ieee.org
Effort estimation of software testing plays a vital role in the effective completion of testing. In
particular, software test effort estimation in defense projects is not an easy and simple …

Incorporating statistical and machine learning techniques into the optimization of correction factors for software development effort estimation

HLTK Nhung, V Van Hai, P Silhavy… - Journal of Software …, 2024 - Wiley Online Library
Accurate effort estimation is necessary for efficient management of software development
projects, as it relates to human resource management. Ensemble methods, which employ …

An improved analogy-rule based software effort estimation using HTRR-RNN in software project management

KH Kumar, K Srinivas - Expert Systems with Applications, 2024 - Elsevier
To complete a software project, the most realistic effort required is predicted by the process
called Software Effort Estimation (SEE). Effort Estimation (EE) in software development is …

Know-UCP: locally weighted linear regression based approach for UCP estimation

S Shukla, S Kumar - Applied Intelligence, 2023 - Springer
Abstract Achieving accuracy in Software Effort Estimation (SEE) is probably the greatest
difficulty in software project management. Since the Unified Modeling Language (UML) …

Toward applying agglomerative hierarchical clustering in improving the software development effort estimation

VV Hai, HLLL Nhung, R Jasek - Computer Science On-line Conference, 2022 - Springer
Background: There are many studies on the effect of data clustering on the effort estimation
process. Most of them are on partitioning and density-based clustering, and some use …