Data Warehouse Systems: Design and Implementation (Data-Centric Systems and Applications)
暫譯: 資料倉儲系統:設計與實作(資料導向系統與應用)
Alejandro Vaisman, Esteban Zimányi
- 出版商: Springer
- 出版日期: 2014-09-19
- 售價: $5,200
- 貴賓價: 9.5 折 $4,940
- 語言: 英文
- 頁數: 625
- 裝訂: Hardcover
- ISBN: 3642546544
- ISBN-13: 9783642546549
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商品描述
With this textbook, Vaisman and Zimányi deliver excellent coverage of data warehousing and business intelligence technologies ranging from the most basic principles to recent findings and applications. To this end, their work is structured into three parts. Part I describes “Fundamental Concepts” including multi-dimensional models; conceptual and logical data warehouse design and MDX and SQL/OLAP. Subsequently, Part II details “Implementation and Deployment,” which includes physical data warehouse design; data extraction, transformation, and loading (ETL) and data analytics. Lastly, Part III covers “Advanced Topics” such as spatial data warehouses; trajectory data warehouses; semantic technologies in data warehouses and novel technologies like Map Reduce, column-store databases and in-memory databases.
As a key characteristic of the book, most of the topics are presented and illustrated using application tools. Specifically, a case study based on the well-known Northwind database illustrates how the concepts presented in the book can be implemented using Microsoft Analysis Services and Pentaho Business Analytics. All chapters are summarized using review questions and exercises to support comprehensive student learning. Supplemental material to assist instructors using this book as a course text is available at http://cs.ulb.ac.be/DWSDIbook/, including electronic versions of the figures, solutions to all exercises, and a set of slides accompanying each chapter.
Overall, students, practitioners and researchers alike will find this book the most comprehensive reference work on data warehouses, with key topics described in a clear and educational style.
商品描述(中文翻譯)
這本教科書由 Vaisman 和 Zimányi 編寫,提供了對資料倉儲和商業智慧技術的優秀涵蓋,範圍從最基本的原則到最新的研究成果和應用。為此,他們的作品分為三個部分。第一部分描述了「基本概念」,包括多維模型、概念和邏輯資料倉儲設計,以及 MDX 和 SQL/OLAP。隨後,第二部分詳細介紹了「實施與部署」,包括物理資料倉儲設計、資料擷取、轉換和加載(ETL)以及資料分析。最後,第三部分涵蓋了「進階主題」,如空間資料倉儲、軌跡資料倉儲、資料倉儲中的語意技術,以及 Map Reduce、列式資料庫和記憶體資料庫等新技術。
作為本書的一個主要特點,大多數主題都是使用應用工具來呈現和說明的。具體而言,基於知名的 Northwind 資料庫的案例研究說明了書中所介紹的概念如何使用 Microsoft Analysis Services 和 Pentaho Business Analytics 實現。所有章節都使用回顧問題和練習進行總結,以支持學生的全面學習。為了協助使用本書作為課程教材的教師,補充材料可在 http://cs.ulb.ac.be/DWSDIbook/ 獲得,包括圖形的電子版本、所有練習的解答,以及每章的幻燈片集。
總體而言,學生、從業者和研究人員都會發現這本書是資料倉儲方面最全面的參考書,關鍵主題以清晰且具教育意義的風格進行描述。