We propose a novel framework, Multi-OBDM, that extends ontology-based data management (OBDM) by treating multidimensional data cubes and hierarchies as first-class constructs. In our framework, these components are intentionally defined over a domain ontology, which is connected to operational data sources through mappings, in accordance with the OBDM paradigm. This design explicitly and formally clarifies the relationship between aggregated data and the underlying individual-level data, while preserving a declarative specification of data lineage. Furthermore, we introduce essential reasoning services tailored to multidimensional entities, including various types of analysis and quality assessment tasks, as well as query answering.

Enriching Ontology-Based Data Management with Multidimensional Modeling / Lembo, Domenico; Lenzerini, Maurizio; Poggi, Antonella; Scafoglieri, Federico. - 16189(2025), pp. 106-124. ( International Conference on Conceptual Modelling Poitiers; Francia ) [10.1007/978-3-032-08623-5_6].

Enriching Ontology-Based Data Management with Multidimensional Modeling

Domenico Lembo
;
Maurizio Lenzerini;Antonella Poggi;Federico Scafoglieri
2025

Abstract

We propose a novel framework, Multi-OBDM, that extends ontology-based data management (OBDM) by treating multidimensional data cubes and hierarchies as first-class constructs. In our framework, these components are intentionally defined over a domain ontology, which is connected to operational data sources through mappings, in accordance with the OBDM paradigm. This design explicitly and formally clarifies the relationship between aggregated data and the underlying individual-level data, while preserving a declarative specification of data lineage. Furthermore, we introduce essential reasoning services tailored to multidimensional entities, including various types of analysis and quality assessment tasks, as well as query answering.
2025
International Conference on Conceptual Modelling
Multi-dimensional modeling; Ontologies; Data warehouse
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Enriching Ontology-Based Data Management with Multidimensional Modeling / Lembo, Domenico; Lenzerini, Maurizio; Poggi, Antonella; Scafoglieri, Federico. - 16189(2025), pp. 106-124. ( International Conference on Conceptual Modelling Poitiers; Francia ) [10.1007/978-3-032-08623-5_6].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1764450
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