Fundamentals of Business Intelligence (Data-Centric Systems and Applications)
暫譯: 商業智慧基礎(資料導向系統與應用)
Wilfried Grossmann, Stefanie Rinderle-Ma
- 出版商: Springer
- 出版日期: 2015-06-12
- 售價: $3,560
- 貴賓價: 9.5 折 $3,382
- 語言: 英文
- 頁數: 348
- 裝訂: Hardcover
- ISBN: 3662465302
- ISBN-13: 9783662465301
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商品描述
This book presents a comprehensive and systematic introduction to transforming process-oriented data into information about the underlying business process, which is essential for all kinds of decision-making. To that end, the authors develop step-by-step models and analytical tools for obtaining high-quality data structured in such a way that complex analytical tools can be applied. The main emphasis is on process mining and data mining techniques and the combination of these methods for process-oriented data.
After a general introduction to the business intelligence (BI) process and its constituent tasks in chapter 1, chapter 2 discusses different approaches to modeling in BI applications. Chapter 3 is an overview and provides details of data provisioning, including a section on big data. Chapter 4 tackles data description, visualization, and reporting. Chapter 5 introduces data mining techniques for cross-sectional data. Different techniques for the analysis of temporal data are then detailed in Chapter 6. Subsequently, chapter 7 explains techniques for the analysis of process data, followed by the introduction of analysis techniques for multiple BI perspectives in chapter 8. The book closes with a summary and discussion in chapter 9. Throughout the book, (mostly open source) tools are recommended, described and applied; a more detailed survey on tools can be found in the appendix, and a detailed code for the solutions together with instructions on how to install the software used can be found on the accompanying website. Also, all concepts presented are illustrated and selected examples and exercises are provided.
The book is suitable for graduate students in computer science, and the dedicated website with examples and solutions makes the book ideal as a textbook for a first course in business intelligence in computer science or business information systems. Additionally, practitioners and industrial developers who are interested in the concepts behind business intelligence will benefit from the clear explanations and many examples.商品描述(中文翻譯)
本書提供了一個全面且系統性的介紹,將以流程為導向的數據轉換為有關基礎業務流程的信息,這對於各種決策制定至關重要。為此,作者開發了逐步模型和分析工具,以獲取高質量的數據,並以適當的結構進行組織,以便能夠應用複雜的分析工具。本書的主要重點是流程挖掘和數據挖掘技術,以及這些方法在以流程為導向的數據中的結合。
在第一章中,對商業智慧(BI)過程及其組成任務進行了一般介紹,第二章討論了在BI應用中建模的不同方法。第三章提供了數據供應的概述和詳細信息,包括有關大數據的部分。第四章探討了數據描述、可視化和報告。第五章介紹了針對橫斷面數據的數據挖掘技術。第六章詳細介紹了時間數據分析的不同技術。隨後,第七章解釋了流程數據分析的技術,接著在第八章介紹了多個BI視角的分析技術。本書在第九章以總結和討論作結。在整本書中,推薦、描述並應用(主要是開源)工具;有關工具的更詳細調查可以在附錄中找到,解決方案的詳細代碼以及如何安裝所使用軟件的說明可以在隨附的網站上找到。此外,所有呈現的概念都有插圖,並提供了選定的示例和練習。
本書適合計算機科學的研究生,並且附有示例和解決方案的專用網站使本書成為計算機科學或商業信息系統中商業智慧第一課程的理想教科書。此外,對商業智慧背後概念感興趣的從業者和工業開發者也將從清晰的解釋和眾多的示例中受益。