Intelligent Data Warehousing: From Data Preparation to Data Mining (Hardcover)
暫譯: 智能數據倉儲:從數據準備到數據挖掘(精裝版)

Zhengxin Chen

  • 出版商: CRC
  • 出版日期: 2001-12-13
  • 售價: $6,820
  • 貴賓價: 9.5$6,479
  • 語言: 英文
  • 頁數: 256
  • 裝訂: Hardcover
  • ISBN: 1439819106
  • ISBN-13: 9780849312045
  • 相關分類: Data-mining
  • 海外代購書籍(需單獨結帳)

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商品描述

Effective decision support systems (DSS) are quickly becoming key to businesses gaining a competitive advantage, and the effectiveness of these systems depends on the ability to construct, maintain, and extract information from data warehouses. While many still perceive data warehousing as a subdiscipline of management information systems (MIS), in fact many of its advances have and will continue to come from the computer science arena.

Intelligent Data Warehousing presents the state of the art in data warehousing research and practice from a perspective that integrates business applications and computer science. It brings the intelligent techniques associated with artificial intelligence (AI) to the entire process of data warehousing, including data preparation, storage, and mining. Part I provides an overview of the main ideas and fundamentals of data mining, artificial intelligence, business intelligence, and data warehousing. Part II presents core materials on data warehousing, and Part III explores data analysis and knowledge discovery in the data warehousing environment, including how to perform intelligent data analysis and the discovery of influential association patterns.

Bridging the gap between theoretical research and business applications, this book summarizes the main ideas behind recent research developments rather than setting forth technical details, and it presents case studies that show the how-to's of implementing these ideas. The result is a practical, first-of-its-kind book that brings together scattered research, unites MIS with computer science, and melds intelligent techniques with data warehousing.

商品描述(中文翻譯)

有效的決策支援系統(DSS)正迅速成為企業獲得競爭優勢的關鍵,而這些系統的有效性取決於構建、維護和從資料倉儲中提取資訊的能力。儘管許多人仍然將資料倉儲視為管理資訊系統(MIS)的子學科,但事實上,許多進展來自於計算機科學領域,並將繼續如此。

《智能資料倉儲》從整合商業應用和計算機科學的角度,展示了資料倉儲研究和實踐的最新技術。它將與人工智慧(AI)相關的智能技術應用於資料倉儲的整個過程,包括資料準備、儲存和挖掘。第一部分提供了資料挖掘、人工智慧、商業智慧和資料倉儲的主要概念和基本原理的概述。第二部分介紹了資料倉儲的核心材料,第三部分探討了資料倉儲環境中的資料分析和知識發現,包括如何執行智能資料分析和發現有影響力的關聯模式。

本書彌合了理論研究與商業應用之間的鴻溝,總結了近期研究發展背後的主要思想,而不是提出技術細節,並呈現了顯示如何實施這些思想的案例研究。其結果是一本實用的、首創的書籍,將分散的研究整合在一起,將MIS與計算機科學結合,並將智能技術與資料倉儲融合。

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