Adversarial domain adaptation for cross-project defect prediction

H Song, G Wu, L Ma, Y Pan, Q Huang… - Empirical Software …, 2023 - Springer
Abstract Cross-Project Defect Prediction (CPDP) is an attractive topic for locating defects in
projects with little labeled data (target projects) by using the prediction model from other …

WSBCV: A data-driven cross-version defect model via multi-objective optimization and incremental representation learning

N Zhang, K Zhu, W Ding, D Zhu - Information Sciences, 2024 - Elsevier
Cross-version defect prediction (CVDP) refers to training an excellent model on tagged
defect data in a previously released project version, and then performing defect prediction …

Towards a framework for reliable performance evaluation in defect prediction

X Liu, S Liu, Z Guo, P Zhang, Y Yang, H Liu… - Science of Computer …, 2024 - Elsevier
Enhancing software reliability, dependability, and security requires effective identification
and mitigation of defects during early development stages. Software defect prediction (SDP) …

[PDF][PDF] Cross-Project Software Defect Prediction Based on SMOTE and Deep Canonical Correlation Analysis

X Fan, S Zhang, K Wu, W Zheng… - … & Continua, vol. 0, no. 0, 2023 - cdn.techscience.cn
ABSTRACT Cross-Project Defect Prediction (CPDP) is a method that utilizes historical data
from other source projects to train predictive models for defect prediction in the target project …

Toward a consistent performance evaluation for defect prediction models

X Liu, S Liu, Z Guo, P Zhag, Y Yang, H Liu, H Lu… - arXiv preprint arXiv …, 2023 - arxiv.org
In defect prediction community, many defect prediction models have been proposed and
indeed more new models are continuously being developed. However, there is no …

Software Technology Project Defect Prediction Based on AI

Y Yuan - Proceedings of the 2023 International Conference on …, 2023 - dl.acm.org
In the rapidly developing information age, software development has become an important
component of modern society. However, due to the complexity of the development process …