000 | 04354nam a22005535i 4500 | ||
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001 | 978-3-662-46531-8 | ||
003 | DE-He213 | ||
005 | 20200421111853.0 | ||
007 | cr nn 008mamaa | ||
008 | 150602s2015 gw | s |||| 0|eng d | ||
020 |
_a9783662465318 _9978-3-662-46531-8 |
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024 | 7 |
_a10.1007/978-3-662-46531-8 _2doi |
|
050 | 4 | _aQA76.9.D343 | |
072 | 7 |
_aUNF _2bicssc |
|
072 | 7 |
_aUYQE _2bicssc |
|
072 | 7 |
_aCOM021030 _2bisacsh |
|
082 | 0 | 4 |
_a006.312 _223 |
100 | 1 |
_aGrossmann, Wilfried. _eauthor. |
|
245 | 1 | 0 |
_aFundamentals of Business Intelligence _h[electronic resource] / _cby Wilfried Grossmann, Stefanie Rinderle-Ma. |
264 | 1 |
_aBerlin, Heidelberg : _bSpringer Berlin Heidelberg : _bImprint: Springer, _c2015. |
|
300 |
_aXVIII, 348 p. 116 illus., 81 illus. in color. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
||
490 | 1 |
_aData-Centric Systems and Applications, _x2197-9723 |
|
505 | 0 | _a1 Introduction -- 2 Modeling in Business Intelligence -- 3 Data Provisioning -- 4 Data Description and Visualization -- 5 Data Mining for Cross-Sectional Data -- 6 Data Mining for Temporal Data -- 7 Process Analysis -- 8 Analysis of Multiple Business Perspectives -- 9 Summary -- A Survey on Business Intelligence Tools. | |
520 | _aThis 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. | ||
650 | 0 | _aComputer science. | |
650 | 0 | _aManagement information systems. | |
650 | 0 | _aIndustrial management. | |
650 | 0 | _aData mining. | |
650 | 0 | _aApplication software. | |
650 | 1 | 4 | _aComputer Science. |
650 | 2 | 4 | _aData Mining and Knowledge Discovery. |
650 | 2 | 4 | _aBusiness Information Systems. |
650 | 2 | 4 | _aComputer Appl. in Administrative Data Processing. |
650 | 2 | 4 | _aInformation Systems Applications (incl. Internet). |
650 | 2 | 4 | _aBusiness Process Management. |
700 | 1 |
_aRinderle-Ma, Stefanie. _eauthor. |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer eBooks | |
776 | 0 | 8 |
_iPrinted edition: _z9783662465301 |
830 | 0 |
_aData-Centric Systems and Applications, _x2197-9723 |
|
856 | 4 | 0 | _uhttp://dx.doi.org/10.1007/978-3-662-46531-8 |
912 | _aZDB-2-SCS | ||
942 | _cEBK | ||
999 |
_c56215 _d56215 |