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Adversarial Learning for Cross-Project Semi-Supervised Defect Prediction

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0 Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.2974527

Abstract: Cross-project defect prediction (CPDP) aims to build a prediction model on existing source projects and predict the labels of target project. The data distribution difference between different projects makes CPDP very challenging. Besides, most existing… read more here.

Keywords: project semi; project; prediction; cross project ... See more keywords

Cross-Project Defect Prediction: A Literature Review

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1 Published in 2022 at "IEEE Access"

DOI: 10.1109/access.2022.3221184

Abstract: Background: Software defect prediction models aim at identifying the potential faulty modules of a software project based on historical data collected from previous versions of the same project. Due to the lack of availability of… read more here.

Keywords: software; cross project; project; defect prediction ... See more keywords

Improving Cross-Project Software Defect Prediction Method Through Transformation and Feature Selection Approach

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2 Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2022.3231456

Abstract: In the traditional software defect prediction methodology, the historical record (dataset) of the same project is partitioned into training and testing data. In a practical situation where the project to be predicted is new, traditional… read more here.

Keywords: software defect; project; cross project; defect prediction ... See more keywords

A Comparative Study to Benchmark Cross-Project Defect Prediction Approaches

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1 Published in 2018 at "IEEE Transactions on Software Engineering"

DOI: 10.1109/tse.2017.2724538

Abstract: Cross-Project Defect Prediction (CPDP) as a means to focus quality assurance of software projects was under heavy investigation in recent years. However, within the current state-of-the-art it is unclear which of the many proposals performs… read more here.

Keywords: defect prediction; cross project; benchmark; project defect ... See more keywords

Deep Cross-Project Software Reliability Growth Model Using Project Similarity-Based Clustering

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0 Published in 2021 at "Mathematics"

DOI: 10.3390/math9222945

Abstract: Software reliability is an essential characteristic for ensuring the qualities of software products. Predicting the potential number of bugs from the beginning of a development project allows practitioners to make the appropriate decisions regarding testing… read more here.

Keywords: reliability growth; project; cross project; software reliability ... See more keywords