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J-GLOBAL ID：202102273383837064   Reference number：21A1524231

Software Defect Prediction for Healthcare Big Data: An Empirical Evaluation of Machine Learning Techniques

健康管理ビッグデータのためのソフトウェア欠陥予測:機械学習技術の経験的評価【JST・京大機械翻訳】

Author (7)： Khan Bilal (Department of Computer Science, City University of Science and Information Technology, Peshawar 25000, Pakistan) ,  Naseem Rashid (Department of IT and Computer Science, Pak-Austria Fachhochschule Institute of Applied Sciences and Technology, Haripur, Pakistan) ,  Shah Muhammad Arif (Department of IT and Computer Science, Pak-Austria Fachhochschule Institute of Applied Sciences and Technology, Haripur, Pakistan) ,  Wakil Karzan (Research Center, Sulaimani Polytechnic University, Sulimani 46001, Kurdistan Region, Iraq) ,  Khan Atif (Department of Computer Science, Islamia College, Peshawar 2500, Pakistan) ,  Uddin M. Irfan (Institute of Computing Kohat University of Science and Technology, Kohat, Pakistan) ,  Mahmoud Marwan (Faculty of Applied Studies, King Abdulaziz University, Jeddah, Saudi Arabia)
Material： Journal of Healthcare Engineering (Web)
Volume： 2021  Page： Null  Publication year： 2021 
JST Material Number： U7772A  ISSN： 2040-2295  Document type： Article
Article type： 原著論文  Country of issue： United Kingdom (GBR)  Language： ENGLISH (EN)

Abstract/Point： Software defect prediction (SD...

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Thesaurus term： measure ,  life cycle ,  decision tree ,  *software ,  *health care ,  benchmark ,  software development ,  artifact ,  multilayer perceptron ,  *machine learning ,  hidden Markov model ,  occlusion ,  support vector machine
Semi thesaurus term： ランダムフォレスト ,  *ビッグデータ , 【Automatic Indexing@JST】

JST classification (1)： Computer system development  (JD02010R)

Reference (57)：

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• T. Hall, S. Beecham, D. Bowes, D. Gray, S. Counsell, "A systematic literature review on fault prediction performance in software engineering," IEEE Transactions on Software Engineering, vol. 38, no. 6, pp. 1276-1304, 2012.
• Z. Li, X.-Y. Jing, X. Zhu, "Progress on approaches to software defect prediction," IET Software, vol. 12, no. 3, pp. 161-175, 2018.
• H. Wang, "Software defects classification prediction based on mining software repository," 2014.

Terms in the title (5)： ビッグデータ ,  ソフトウェア ,  欠陥予測 ,  機械学習技術 ,  経験的評価