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来源类型 | Conference or Workshop Item (UNSPECIFIED) |
规范类型 | 其他 |
Dashboard by-example: A hypergraph-based approach to on-demand data warehousing systems. | |
Hoang DTA; Nguyen B; Tjoa AM | |
发表日期 | 2012 |
出处 | Proceedings - 2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 14-17 October 2012 |
出版年 | 2012 |
语种 | 英语 |
摘要 | The usefulness and ease of use of dashboards are essential elements in supporting interactive queries in data warehousing systems, as they provide the analysts the view of critical business metrics that reflect the business performance. However, on-demand dashboard development presents a challenging task for linking semantic equivalent data facts, discovering structural dependencies between and within data sources. In this paper, we introduce an improved approach for dashboard development that is supported by by-example framework and semantic-based data linkage management. In this Dashboard-by-example (DBE) framework, hypergraph-based techniques are adopted to acquire knowledge from heterogeneous and disparate data into homogeneous ontological clusters and partitions. Moreover, the use of hypergraph-guided data linkage provides multiple perspectives on the knowledge space, supporting interaction model to explore, contextualize and aggregate the data depending on the application needs. The applicability of our approach is discussed in a case study scenario, highlight the flexibility and efficiency in handling on-demand requirements in data warehousing systems. |
主题 | Mitigation of Air Pollution (MAG) ; Air Quality & ; Greenhouse Gases (AIR) |
关键词 | Data warehousing By-example Dashboard, Hypergraph-based Query processing |
URL | http://pure.iiasa.ac.at/id/eprint/10188/ |
来源智库 | International Institute for Applied Systems Analysis (Austria) |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/132479 |
推荐引用方式 GB/T 7714 | Hoang DTA,Nguyen B,Tjoa AM. Dashboard by-example: A hypergraph-based approach to on-demand data warehousing systems.. 2012. |
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