Federated learning for software engineering: A case study of code clone detection and defect prediction

• Main Authors: YANG, Yanming, HU, Xing, GAO, Zhipeng, CHEN, Jinfu, NI, Chao, XIA, Xin, LO, David
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Benchmark testing; Cloning; Code clone detection; Codes; Data models; Defect prediction; Federated learning; Parameter aggregation strategy; Skewed data distribution; Task analysis; Training; Numerical Analysis and Scientific Computing; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/8632
• Institution: Singapore Management University

In various research domains, artificial intelligence (AI) has gained significant prominence, leading to the development of numerous learning-based models in research laboratories, which are evaluated using benchmark datasets. While the models proposed in previous studies may demonstrate satisfactory...