Analysis of Tree-Family Machine Learning Techniques for Risk Prediction in Software Requirements

B Khan, R Naseem, I Alam, I Khan, H Alasmary… - IEEE …, 2022 - ieeexplore.ieee.org
Risk prediction is the most sensitive and critical activity in the Software Development Life
Cycle (SDLC). It might determine whether the project succeeds or fails. To increase the …

FEPP: Advancing Software Risk Prediction in Requirements Engineering Through Innovative Rule Extraction and Multi-Class Integration

M Binsawad, B Khan - IEEE Access, 2024 - ieeexplore.ieee.org
The increasing complexity of software projects makes it difficult to predict risks in software
requirements, which is a crucial and essential part of the Software Development Life Cycle …

[HTML][HTML] Empirical assessment of machine learning techniques for software requirements risk prediction

R Naseem, Z Shaukat, M Irfan, MA Shah, A Ahmad… - Electronics, 2021 - mdpi.com
Software risk prediction is the most sensitive and crucial activity of Software Development
Life Cycle (SDLC). It may lead to the success or failure of a project. The risk should be …

ML-Based Model for Risk Prediction in Software Requirements

MSG Qureshi, B Khan, M Arshad - International Journal of …, 2022 - igi-global.com
Software risk prediction is the most sensitive and crucial activity of the SDLC. It may lead to
the success or failure of the project. The requirement gathering stage is the most important …

[PDF][PDF] Abmj: An ensemble model for risk prediction in software requirements

MM Otoom - Ijcsns, 2022 - researchgate.net
Due to the rising complexity of software projects, it is quite difficult to predict the risk in
software requirements which is the most profound and essential activity in SDLC. It may lead …

[PDF][PDF] A predictive risk model for software projects' requirement gathering phase

BO Akumba, SU Otor, I Agaji… - International Journal of …, 2020 - researchgate.net
The initial stage of the software development lifecycle is the requirement gathering and
analysis phase. Predicting risk at this phase is very crucial because cost and efforts can be …

Software Risk Prediction at Requirement and Design Phase: An Ensemble Machine Learning Approach

Y Assefa, E Alemneh, S Nibret… - … on Information and …, 2023 - ieeexplore.ieee.org
Software development is a highly structured process that involves the creation and
maintenance of a particular system, ranging from simple applications to complex enterprise …

A dataset for software requirements risk prediction

ZS Shaukat, R Naseem, M Zubair - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
The risk prediction in the software development is mandatory for it to be recognized,
categorized and prioritized earlier for the success of the project. The requirement gathering …

A Bayesian Network-Based Software Requirement Complexity Prediction Model

H Sadia, SQ Abbas, M Faisal - Computational Methods and Data …, 2022 - Springer
Software development has an inflated probability of project failure and the major reason for it
is the poor requirement engineering process. Potential threats or risks related to …

Prediction of Risk Percentage in Software Projects by Training Machine Learning Classifiers

P Gouthaman, S Sankaranarayanan - Computers & Electrical Engineering, 2021 - Elsevier
Recently, software project failures have been increasing due to lack of planning and budget
constraints. In this regard, identifying the suitable software model with the consideration of …