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 …

Neural network based models for software effort estimation: a review

VS Dave, K Dutta - Artificial Intelligence Review, 2014‏ - Springer
Prediction of software development effort is the key task for the effective management of any
software industry. The accuracy and reliability of prediction mechanisms is also important …

Global and local interpretability techniques of supervised machine learning black box models for numerical medical data

H Hakkoum, A Idri, I Abnane - Engineering Applications of Artificial …, 2024‏ - Elsevier
The most effective machine learning classification techniques, such as artificial neural
networks, are not easily interpretable, which limits their usefulness in critical areas, such as …

Data mining techniques for software effort estimation: a comparative study

K Dejaeger, W Verbeke, D Martens… - IEEE transactions on …, 2011‏ - ieeexplore.ieee.org
A predictive model is required to be accurate and comprehensible in order to inspire
confidence in a business setting. Both aspects have been assessed in a software effort …

Research patterns and trends in software effort estimation

SK Sehra, YS Brar, N Kaur, SS Sehra - Information and Software …, 2017‏ - Elsevier
Context Software effort estimation (SEE) is most crucial activity in the field of software
engineering. Vast research has been conducted in SEE resulting into a tremendous …

The role of artificial intelligence in software engineering

M Harman - 2012 First International Workshop on Realizing AI …, 2012‏ - ieeexplore.ieee.org
There has been a recent surge in interest in the application of Artificial Intelligence (AI)
techniques to Software Engineering (SE) problems. The work is typified by recent advances …

Software development cost estimation using wavelet neural networks

KV Kumar, V Ravi, M Carr, NR Kiran - Journal of Systems and Software, 2008‏ - Elsevier
Software development has become an essential investment for many organizations.
Software engineering practitioners have become more and more concerned about …

Enhanced software effort estimation using multi layered feed forward artificial neural network technique

P Rijwani, S Jain - Procedia Computer Science, 2016‏ - Elsevier
Abstract Software Effort Estimation models are hot topic of study over 3 decades. Several
models have been developed in these decades. Providing accurate estimations of software …

Improving the COCOMO model using a neuro-fuzzy approach

X Huang, D Ho, J Ren, LF Capretz - Applied Soft Computing, 2007‏ - Elsevier
Accurate software development cost estimation is important for effective project
management such as budgeting, project planning and control. So far, no model has proved …

On the value of parameter tuning in heterogeneous ensembles effort estimation

M Hosni, A Idri, A Abran, AB Nassif - Soft Computing, 2018‏ - Springer
Accurate estimation of software development effort estimation (SDEE) is fundamental for
efficient management of software development projects as it assists software managers to …