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   Articles with "cross project" as a keyword



Leveraging Levy Flight and Greylag Goose Optimization for Enhanced Cross‐Project Defect Prediction in Software Evolution

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recommendations! Published in 2025 at "Journal of Software: Evolution and Process"

DOI: 10.1002/smr.70013

Abstract: The cross‐project defect prediction (CPDP) in software applications is crucial to predict defects and ensure software quality. The performance of the traditional CPDP models is degraded due to the class imbalance issue between different projects… read more here.

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

Adversarial Learning for Cross-Project Semi-Supervised Defect Prediction

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recommendations! 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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recommendations! 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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recommendations! 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

Heterogeneous Cross-Project Defect Prediction Using Encoder Networks and Transfer Learning

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2023.3343329

Abstract: Heterogeneous cross-project defect prediction (HCPDP) aims to predict defects in new software projects using defect data from previous software projects where the source and target projects have some different metrics. Most existing methods only find… read more here.

Keywords: cross project; encoder networks; transfer learning; heterogeneous cross ... See more keywords

Multilingual Investigation of Cross-Project Code Clones in Open-Source Software for Internet of Things Systems

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recommendations! Published in 2024 at "IEEE Access"

DOI: 10.1109/access.2024.3506013

Abstract: The prevalence and impact of code clones in software systems have been widely studied in the past few decades. However, the focus has primarily been on intra-project clones. Our work comprehensively investigates cross-project code clones… read more here.

Keywords: cross project; code; project code; project ... See more keywords

Security Bug Report Classification via Cross-Project Similarity-Based Data Augmentation and Deep Learning Models

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recommendations! Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3614638

Abstract: Accurate classification of security bug reports is a persistent challenge in software engineering due to the limited availability of labeled security data within individual projects. This study investigates whether semantically similar bug reports from external… read more here.

Keywords: classification; cross project; project; security bug ... See more keywords

A Comparative Study to Benchmark Cross-Project Defect Prediction Approaches

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recommendations! 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

Cross-Project Defect Prediction Based on Domain Adaptation and LSTM Optimization

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recommendations! Published in 2024 at "Algorithms"

DOI: 10.3390/a17050175

Abstract: Cross-project defect prediction (CPDP) aims to predict software defects in a target project domain by leveraging information from different source project domains, allowing testers to identify defective modules quickly. However, CPDP models often underperform due… read more here.

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

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

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recommendations! 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