A data-driven cost estimation model for agile development based on Kolmogorov-Arnold Networks and AdamW optimization

Over the past two decades, agile development has become a mainstream software engineering paradigm due to its flexibility and iterative nature. However, accurate cost estimation in agile projects remains challenging, mainly due to frequent requirement changes and data scarcity. Traditional estimatio...

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Bibliographic Details
Published in:	Journal of King Saud University. Computer and information sciences Vol. 37; no. 5; pp. 85 - 21
Main Authors:	Zhao, Xiaoyan, Xiong, Xin, Mansor, Zulkefli, Razali, Rozilawati, Ahmad Nazri, Mohd Zakree, Li, Liangyu
Format:	Journal Article
Language:	English
Published:	Cham Springer International Publishing 01.07.2025 Springer Nature B.V Springer
Subjects:	Accuracy Adaptive Moment Estimation with Weight Decay algorithm Agile development Algorithms Artificial intelligence Artificial neural networks Computer Imaging Computer Science Cost estimation Database Management Function points Kolmogorov-Arnold Networks Machine Learning Modelling Original Paper Pattern Recognition and Graphics Polynomials Research methodology Software development Software engineering Software Engineering/Programming and Operating Systems Stability Systems and Data Security Theory of Computation Vision Adaptive Moment Estimation with Weight Decay algorithm Cost estimation Kolmogorov-Arnold Networks Agile development
ISSN:	1319-1578, 2213-1248, 1319-1578
Online Access:	Get full text
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