Mining Software Specifications: Methodologies and Applications (Hardcover)
暫譯: 挖掘軟體規格:方法論與應用(精裝版)
David Lo, Siau-Cheng Khoo, Jiawei Han, Chao Liu
- 出版商: CRC
- 出版日期: 2011-05-24
- 售價: $9,340
- 貴賓價: 9.5 折 $8,873
- 語言: 英文
- 頁數: 460
- 裝訂: Hardcover
- ISBN: 1439806268
- ISBN-13: 9781439806265
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相關分類:
Data-mining
海外代購書籍(需單獨結帳)
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相關主題
商品描述
An emerging topic in software engineering and data mining, specification mining tackles software maintenance and reliability issues that cost economies billions of dollars each year. The first unified reference on the subject, Mining Software Specifications: Methodologies and Applications describes recent approaches for mining specifications of software systems. Experts in the field illustrate how to apply state-of-the-art data mining and machine learning techniques to address software engineering concerns.
In the first set of chapters, the book introduces a number of studies on mining finite state machines that employ techniques, such as grammar inference, partial order mining, source code model checking, abstract interpretation, and more. The remaining chapters present research on mining temporal rules/patterns, covering techniques that include path-aware static program analyses, lightweight rule/pattern mining, statistical analysis, and other interesting approaches. Throughout the book, the authors discuss how to employ dynamic analysis, static analysis, and combinations of both to mine software specifications.
According to the US National Institute of Standards and Technology in 2002, software bugs have cost the US economy 59.5 billion dollars a year. This volume shows how specification mining can help find bugs and improve program understanding, thereby reducing unnecessary financial losses. The book encourages the industry adoption of specification mining techniques and the assimilation of these techniques in standard integrated development environments (IDEs).
商品描述(中文翻譯)
一個新興的主題在軟體工程和資料探勘中,規格探勘(specification mining)處理軟體維護和可靠性問題,這些問題每年使經濟損失數十億美元。本書是該主題的第一本統一參考書籍,Mining Software Specifications: Methodologies and Applications 描述了最近在軟體系統規格探勘方面的方法。該領域的專家展示了如何應用最先進的資料探勘和機器學習技術來解決軟體工程的問題。
在第一組章節中,本書介紹了多項關於探勘有限狀態機的研究,這些研究採用了語法推斷、部分順序探勘、源代碼模型檢查、抽象解釋等技術。其餘章節則呈現了關於探勘時間規則/模式的研究,涵蓋了包括路徑感知靜態程式分析、輕量級規則/模式探勘、統計分析及其他有趣方法的技術。在整本書中,作者討論了如何運用動態分析、靜態分析及兩者的組合來探勘軟體規格。
根據美國國家標準與技術研究所(National Institute of Standards and Technology)在2002年的報告,軟體錯誤每年使美國經濟損失595億美元。本書展示了規格探勘如何幫助發現錯誤並改善程式理解,從而減少不必要的財務損失。本書鼓勵業界採用規格探勘技術,並將這些技術融入標準的整合開發環境(IDEs)中。
