Empirical Research in Software Engineering: Concepts, Analysis, and Applications
暫譯: 軟體工程實證研究:概念、分析與應用

Ruchika Malhotra

  • 出版商: CRC
  • 出版日期: 2015-10-05
  • 售價: $4,870
  • 貴賓價: 9.5$4,627
  • 語言: 英文
  • 頁數: 498
  • 裝訂: Hardcover
  • ISBN: 1498719724
  • ISBN-13: 9781498719728
  • 相關分類: 軟體工程
  • 海外代購書籍(需單獨結帳)

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商品描述

Empirical research has now become an essential component of software engineering yet software practitioners and researchers often lack an understanding of how the empirical procedures and practices are applied in the field. Empirical Research in Software Engineering: Concepts, Analysis, and Applications shows how to implement empirical research processes, procedures, and practices in software engineering.

Written by a leading researcher in empirical software engineering, the book describes the necessary steps to perform replicated and empirical research. It explains how to plan and design experiments, conduct systematic reviews and case studies, and analyze the results produced by the empirical studies.

The book balances empirical research concepts with exercises, examples, and real-life case studies, making it suitable for a course on empirical software engineering. The author discusses the process of developing predictive models, such as defect prediction and change prediction, on data collected from source code repositories. She also covers the application of machine learning techniques in empirical software engineering, includes guidelines for publishing and reporting results, and presents popular software tools for carrying out empirical studies.

商品描述(中文翻譯)

實證研究現在已成為軟體工程的重要組成部分,但軟體從業人員和研究者往往對於實證程序和實踐在現場的應用缺乏了解。《實證軟體工程研究:概念、分析與應用》展示了如何在軟體工程中實施實證研究的過程、程序和實踐。

本書由實證軟體工程領域的領先研究者撰寫,描述了執行重複性和實證研究所需的步驟。它解釋了如何計劃和設計實驗、進行系統性回顧和案例研究,以及分析實證研究所產生的結果。

本書將實證研究概念與練習、範例和真實案例研究相結合,使其適合用作實證軟體工程課程。作者討論了基於從源代碼庫收集的數據開發預測模型的過程,例如缺陷預測和變更預測。她還涵蓋了機器學習技術在實證軟體工程中的應用,提供了發表和報告結果的指導方針,並介紹了執行實證研究的流行軟體工具。