Fault Prediction Modeling for the Prediction of Number of Software Faults
暫譯: 軟體缺陷數量預測的故障預測模型

Rathore, Santosh Singh, Kumar, Sandeep

  • 出版商: Springer
  • 出版日期: 2019-04-12
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 78
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 981137130X
  • ISBN-13: 9789811371301
  • 相關分類: Machine Learning
  • 海外代購書籍(需單獨結帳)

商品描述

This book addresses software faults--a critical issue that not only reduces the quality of software, but also increases their development costs. Various models for predicting the fault-proneness of software systems have been proposed; however, most of them provide inadequate information, limiting their effectiveness. This book focuses on the prediction of number of faults in software modules, and provides readers with essential insights into the generalized architecture, different techniques, and state-of-the art literature. In addition, it covers various software fault datasets and issues that crop up when predicting number of faults.
A must-read for readers seeking a "one-stop" source of information on software fault prediction and recent research trends, the book will especially benefit those interested in pursuing research in this area. At the same time, it will provide experienced researchers with a valuable summary of the latest developments.


商品描述(中文翻譯)

本書探討了軟體缺陷——這是一個關鍵問題,不僅降低了軟體的品質,還增加了其開發成本。已經提出了多種預測軟體系統缺陷傾向的模型;然而,大多數模型提供的信息不足,限制了其有效性。本書專注於預測軟體模組中的缺陷數量,並為讀者提供有關通用架構、不同技術和最新文獻的基本見解。此外,本書還涵蓋了各種軟體缺陷數據集以及在預測缺陷數量時出現的問題。

對於尋求有關軟體缺陷預測和近期研究趨勢的「一站式」資訊來源的讀者來說,本書是必讀之作,特別是對於有意在此領域進行研究的人士將特別受益。同時,它也將為經驗豐富的研究者提供最新發展的寶貴總結。

作者簡介

Dr. Santosh Singh Rathore is currently working as an Assistant Professor at the Department of Computer Science and Engineering, National Institute of Technology (NIT) Jalandhar, India. He received his Ph.D. degree from the Indian Institute of Technology Roorkee (IIT) and his master's degree (M.Tech.) from the Indian Institute of Information Technology Design and Manufacturing (IIITDM) in Jabalpur, India. His research interests include Software Fault Prediction, Software Quality Assurance, Empirical Software Engineering, Object-Oriented Software Development, and Object-Oriented Metrics. He has published in various peer-reviewed journals and international conference proceedings.

Dr. Sandeep Kumar is currently working as an Assistant Professor at the Department of Computer Science and Engineering, Indian Institute of Technology (IIT) Roorkee, India. His areas of interest include Semantic Web, Web Services, and Software Engineering. He is currently engaged in various national and international research/consultancy projects and has many accolades to his credit, e.g. a Young Faculty Research Fellowship from the MeitY (Govt. of India), NSF/TCPP early adopter award--2014, 2015, ITS Travel Award 2011 and 2013, etc. He is a member of the ACM and senior member of the IEEE. His name has also been listed in major directories such as Marquis Who's Who, IBC, and others.

作者簡介(中文翻譯)

聖托什·辛格·拉索爾博士目前擔任印度國立技術學院(NIT)賈蘭達爾計算機科學與工程系的助理教授。他在印度理工學院魯爾基(IIT)獲得博士學位,並在印度賈巴爾普爾的印度信息技術設計與製造學院(IIITDM)獲得碩士學位(M.Tech.)。他的研究興趣包括軟體故障預測、軟體品質保證、實證軟體工程、物件導向軟體開發和物件導向度量。他在各種同行評審的期刊和國際會議論文集中發表過多篇論文。

桑迪普·庫馬博士目前擔任印度理工學院(IIT)魯爾基計算機科學與工程系的助理教授。他的研究興趣包括語意網、網路服務和軟體工程。他目前參與多個國內外的研究/顧問項目,並獲得多項榮譽,例如來自印度政府的MeitY青年教師研究獎學金、2014年和2015年的NSF/TCPP早期採用者獎、2011年和2013年的ITS旅行獎等。他是ACM的會員及IEEE的資深會員。他的名字也被列入馬奎斯名人錄、IBC等主要名錄中。