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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Fundamentals of Business Intelligence
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Fundamentals of Business Intelligence
Wilfried Grossmann, Stefanie Rinderle-Ma (Gebundene Ausgabe, Englisch)
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Beschreibung
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. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
12.06.2015
Sprache
Englisch
EAN
9783662465301
Herausgeber
Springer Berlin
Serien- oder Bandtitel
Data-Centric Systems and Applications
Sonderedition
Nein
Autor
Wilfried Grossmann, Stefanie Rinderle-Ma
Seitenanzahl
348
Auflage
1
Einbandart
Gebundene Ausgabe
Schlagwörter
BPM, OLAP, big data, business intelligence, business process management, data mining, data warehouses, decision support systems, online analytical processing, process mining
Thema-Inhalt
UNF - Data Mining
UYQE - Wissensbasierte Systeme, Expertensysteme
KJQ - Wirtschaftsmathematik und -informatik, IT-Management
UXJ - Computer-Anwendungen in den Sozial- und Verhaltenswissenschaften
UX - Angewandte Informatik
Höhe
235 mm
Breite
15.5 cm
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