Systematic literature review of machine learning based software development effort estimation models

J Wen, S Li, Z Lin, Y Hu, C Huang - Information and software technology, 2012‏ - Elsevier
CONTEXT: Software development effort estimation (SDEE) is the process of predicting the
effort required to develop a software system. In order to improve estimation accuracy, many …

Evolution of software development effort and cost estimation techniques: five decades study using automated text mining approach

A Jadhav, M Kaur, F Akter - Mathematical Problems in …, 2022‏ - Wiley Online Library
Software development effort and cost estimation (SDECE) is one of the most important tasks
in the field of software engineering. A large number of research papers have been published …

An empirical analysis of data preprocessing for machine learning-based software cost estimation

J Huang, YF Li, M ** and review
A Idri, F azzahra Amazal, A Abran - Information and Software Technology, 2015‏ - Elsevier
Abstract Context Analogy-based Software development Effort Estimation (ASEE) techniques
have gained considerable attention from the software engineering community. However …

Reliability and validity in comparative studies of software prediction models

I Myrtveit, E Stensrud… - IEEE Transactions on …, 2005‏ - ieeexplore.ieee.org
Empirical studies on software prediction models do not converge with respect to the
question" which prediction model is best?" The reason for this lack of convergence is poorly …

[PDF][PDF] An assessment and comparison of common software cost estimation modeling techniques

LC Briand, K El Emam, D Surmann… - Proceedings of the 21st …, 1999‏ - dl.acm.org
This paper investigates two essential data-driven, software cost modeling: questions related
to (1) What modeling _ _ techniques are likely to yield more accurate results when using …

Predicting object-oriented software maintainability using multivariate adaptive regression splines

Y Zhou, H Leung - Journal of systems and software, 2007‏ - Elsevier
Accurate software metrics-based maintainability prediction can not only enable developers
to better identify the determinants of software quality and thus help them improve design or …