Building the data warehouse
Goal-directed requirements acquisition
6IWSSD Selected Papers of the Sixth International Workshop on Software Specification and Design
Modelling strategic relationships for process reengineering
Modelling strategic relationships for process reengineering
A methodological framework for data warehouse design
Proceedings of the 1st ACM international workshop on Data warehousing and OLAP
Designing data marts for data warehouses
ACM Transactions on Software Engineering and Methodology (TOSEM)
The Data Warehouse Lifecycle Toolkit: Expert Methods for Designing, Developing and Deploying Data Warehouses with CD Rom
Towards requirements-driven information systems engineering: the Tropos project
Information Systems - The 13th international conference on advanced information systems engineering (CAiSE*01)
A Comparison of Data Warehouse Development Methodologies Case Study of the Process Warehouse
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
A Method for Demand-Driven Information Requirements Analysis in Data Warehousing Projects
HICSS '03 Proceedings of the 36th Annual Hawaii International Conference on System Sciences (HICSS'03) - Track 8 - Volume 8
DWARF: AN Approach for Requirements Definition and Management of Data Warehouse Systems
RE '03 Proceedings of the 11th IEEE International Conference on Requirements Engineering
Tropos: An Agent-Oriented Software Development Methodology
Autonomous Agents and Multi-Agent Systems
Research in data warehouse modeling and design: dead or alive?
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
Triple-driven data modeling methodology in data warehousing: a case study
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
Reconciling requirement-driven data warehouses with data sources via multidimensional normal forms
Data & Knowledge Engineering
An adaptive approach to schema classification for data warehouse modeling
Journal of Computer Science and Technology
Automating multidimensional design from ontologies
Proceedings of the ACM tenth international workshop on Data warehousing and OLAP
Proceedings of the ACM tenth international workshop on Data warehousing and OLAP
Goal-driven design of a data warehouse-based business process analysis system
AIKED'07 Proceedings of the 6th Conference on 6th WSEAS Int. Conf. on Artificial Intelligence, Knowledge Engineering and Data Bases - Volume 6
An MDA approach for the development of data warehouses
Decision Support Systems
A Mixed Approach for Data Warehouse Conceptual Design with MDA
ICCSA '08 Proceedings of the international conference on Computational Science and Its Applications, Part II
Integrated Model-Driven Development of Goal-Oriented Data Warehouses and Data Marts
ER '08 Proceedings of the 27th International Conference on Conceptual Modeling
Data warehouse architecture for GIS applications
Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services
An engineering process for developing Secure Data Warehouses
Information and Software Technology
Discovering functional dependencies for multidimensional design
Proceedings of the ACM twelfth international workshop on Data warehousing and OLAP
Extending the REA Ontology for the Evaluation of Process Warehousing Approaches
WSKS '09 Proceedings of the 2nd World Summit on the Knowledge Society: Visioning and Engineering the Knowledge Society. A Web Science Perspective
CIT'09 Proceedings of the 3rd International Conference on Communications and information technology
An evaluation of process warehousing approaches for business process analysis
Proceedings of the International Workshop on Enterprises & Organizational Modeling and Simulation
ER'07 Proceedings of the 26th international conference on Conceptual modeling
A UML profile for modeling data warehouse usage
ER'07 Proceedings of the 2007 conference on Advances in conceptual modeling: foundations and applications
A model-driven goal-oriented requirement engineering approach for data warehouses
ER'07 Proceedings of the 2007 conference on Advances in conceptual modeling: foundations and applications
Automatic validation of requirements to support multidimensional design
Data & Knowledge Engineering
Performance measures framework for unmanned systems (PerMFUS): initial perspective
PerMIS '09 Proceedings of the 9th Workshop on Performance Metrics for Intelligent Systems
A framework for multidimensional design of data warehouses from ontologies
Data & Knowledge Engineering
Model driven data warehouse using MDA and 2TUP
Journal of Computational Methods in Sciences and Engineering - Special Supplement Issue in Section A and B: Selected Papers from the ISCA International Conference on Software Engineering and Data Engineering, 2009
Using lexical ontology for semi-automatic logical data warehouse design
RSKT'10 Proceedings of the 5th international conference on Rough set and knowledge technology
Multidimensional database design from document-centric XML documents
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
DWEVOLVE: a requirement based framework for data warehouse evolution
ACM SIGSOFT Software Engineering Notes
A comprehensive framework on multidimensional modeling
ER'11 Proceedings of the 30th international conference on Advances in conceptual modeling: recent developments and new directions
Towards multidimensional requirement design
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Multidimensional design by examples
DaWaK'06 Proceedings of the 8th international conference on Data Warehousing and Knowledge Discovery
Requirements specification and conceptual modeling for spatial data warehouses
OTM'06 Proceedings of the 2006 international conference on On the Move to Meaningful Internet Systems: AWeSOMe, CAMS, COMINF, IS, KSinBIT, MIOS-CIAO, MONET - Volume Part II
ER'06 Proceedings of the 25th international conference on Conceptual Modeling
A model driven process for spatial data sources and spatial data warehouses reconcilation
ICCSA'10 Proceedings of the 2010 international conference on Computational Science and Its Applications - Volume Part I
Monitoring strategic goals in data warehouses with awareness requirements
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Conceptualizing and specifying key performance indicators in business strategy models
CASCON '12 Proceedings of the 2012 Conference of the Center for Advanced Studies on Collaborative Research
Conceptualizing and specifying key performance indicators in business strategy models
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
Coopetitive data warehouse: a case study
CAiSE'13 Proceedings of the 25th international conference on Advanced Information Systems Engineering
Adding semantic modules to improve goal-oriented analysis of data warehouses using I-star
Journal of Systems and Software
Goal driven approach to model interaction between viewpoints of a multi-view KDD process
Journal of Mobile Multimedia
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Several surveys indicate that a significant percentage of data warehouses fail to meet business objectives or are outright failures. One of the reasons for this is that requirement analysis is typically overlooked in real projects. In this paper we propose a goal-oriented approach to requirement analysis for data warehouses, based on the Tropos methodology. Two different perspectives are integrated for requirement analysis: organizational modeling, centered on stakeholders, and decisional modeling, focused on decision makers. Our approach can be employed within both a demand-driven and a mixed supply/demand-driven design framework: in the second case, while the operational sources are still explored to shape hierarchies, user requirements play a fundamental role in restricting the area of interest for analysis and in choosing facts, dimensions, and measures. The methodology proposed, supported by a prototype, is described with reference to a real case study.