Peaks and Valleys: A Journey Through Predictive Modelling for Software Engineering

R Moussa - 2023 - discovery.ucl.ac.uk
Over the last decade automated predictive models have become very popular in a wide
range of software engineering research areas, including software requirements, software …

Predictive models in software engineering: Challenges and opportunities

Y Yang, X Xia, D Lo, T Bi, J Grundy… - ACM Transactions on …, 2022 - dl.acm.org
Predictive models are one of the most important techniques that are widely applied in many
areas of software engineering. There have been a large number of primary studies that …

A novel composite model approach to improve software quality prediction

S Bouktif, F Ahmed, I Khalil, G Antoniol - Information and Software …, 2010 - Elsevier
CONTEXT:: How can quality of software systems be predicted before deployment? In
attempting to answer this question, prediction models are advocated in several studies. The …

Software quality predictive modeling: An effective assessment of experimental data

R Malhotra - Proceedings of the 10th Innovations in Software …, 2017 - dl.acm.org
A major problem faced by software project managers is to develop good quality software
products within tight schedules and budget constraints [1]. Predictive modeling, in the …

Lessons from applying experimentation in software engineering prediction systems

W Afzal - Asia-Pacific Software Engineering Conference …, 2008 - diva-portal.org
Within software engineering prediction systems, experiments are undertaken primarily to
investigate relationships and to measure/compare models' accuracy. This paper discusses …

STAMINA: a competition to encourage the development and assessment of software model inference techniques

N Walkinshaw, B Lambeau, C Damas… - Empirical software …, 2013 - Springer
Abstract Models play a crucial role in the development and maintenance of software
systems, but are often neglected during the development process due to the considerable …

Future challenges for software data collection and analysis

B Boehm - Proceedings of the 5th International Conference on …, 2009 - dl.acm.org
• Not a measure of software size• Not a measure of software effort• Not a measure of
delivered software capability• A quantity derived from software component sizes and reuse …

Defect prediction and software risk

A Mockus - Proceedings of the 10th International Conference on …, 2014 - dl.acm.org
Defect prediction has always fascinated researchers and practitioners. The promise of being
able to predict the future and act to improve it is hard to resist. However, the operational data …

Predictive models in software engineering

T Menzies, G Koru - Empirical Software Engineering, 2013 - Springer
Welcome to the Empirical Software Engineering's special issue on predictive models in
software engineering. The goal of such methods is repeatable, refutable (and possibly …

The role of process in early software defect prediction: Methods, attributes and metrics

R Ozakinci, A Tarhan - … 16th International Conference, SPICE 2016, Dublin …, 2016 - Springer
Software quality is the set of inherent characteristics that are built into a software product
throughout software development process. An important indicator of software quality is the …