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Fekete, David: The Goal-oriented Business Intelligence Architectures Method : A Process-based Approach to Combine Traditional and Novel Analytical Technologies. 2020
Inhalt
Geleitwort
Acknowledgements
Contents
Introduction
Motivation
Structure and Research Method
FROG AIR Sample Case
Background
Traditional Business Intelligence
Relational Database Management Systems and SQL
Data Warehouses
Big Data Technologies
Big Data Phenomenon and Characteristics
NoSQL Data Stores
Hadoop Distributed File System (HDFS)
MapReduce
Hadoop Ecosystem
Stream Processing
Advancements to Traditional Technologies
Big Data Analytics
Analytics in the Big Data Age
Machine Learning
Methods
New Analytics Domains
Process Modeling
Requirements Engineering
Goals
Requirements
System Development Approaches
FROG AIR Case Example
Multi-Perspective Architecture Analysis
Methods for Strategic Analysis
TORE Analysis Framework
Analytical Architectures in Research and Practice
Architectures Background
Big Data Value Chains
Analysis of Existing Value Chains
A Unified Big Data Value Chain
Data Warehouse Architecture Advancements
Data Warehouse 2.0 by Inmon
Data Warehouses and Big Data
Big Data Reference Architectures
Big Data Reference Architecture by Pääkkönen and Pakkala
NIST Big Data Reference Architecture
Big Data Solution Reference Architecture by Geerdink
Oracle Big Data Platform
Lambda Architecture by Marz and Warren
SOLID Architecture by Martínez-Prieto etal.
Analysis
Big Data Architectures in Practice
Selection Criteria for Analytical Architectures
Solution Artifact Requirements
Solution and Design Principles
Requirements Overview
Goal-oriented Business Intelligence Architectures (GOBIA) Method
Overview of the Approach
Design Approach
Method Scope
Execution in Cycles
GOBIA.REF
Functional Reference Architecture
Technological Reference Architecture
GOBIA.DEV
Phase I
Phase II
Phase III
Post-GOBIA Activities
Extending the GOBIA Method
Updating the GOBIA Tool Repository
Updating GOBIA.REF
Updating GOBIA.DEV
Evaluation
Evaluation Method
Selected Case Applications
Stream Analytics: Hospital Asset Management
Advanced Analytics: Housing Price Prediction
Big Data Analytics: Plagiarism Checking
Evaluation Results Discussion
Summary of Results
Reflection on the Solution Artifact Requirements
Discussion
Conclusion
Summary
Outlook
Bibliography
List of Web Pages
List of Abbreviations
Architecture Literature Search Details
Supplementary GOBIA Models
GOBIA Tool Repository
Tool Lists
Data Acquisition
Data Storage
Data Processing
Data Analytics
Compatibility Matrix