An approach to extracting complex knowledge patterns among concepts belonging to structured, semi-structured and unstructured sources in a data lake
Articolo
Data di Pubblicazione:
2019
Citazione:
An approach to extracting complex knowledge patterns among concepts belonging to structured, semi-structured and unstructured sources in a data lake / LO GIUDICE, P., Musarella, L., Sofo, G., Ursino, D.. - In: INFORMATION SCIENCES. - ISSN 0020-0255. - 478:(2019), pp. 606-626. [10.1016/j.ins.2018.11.052]
Abstract:
In this paper, we propose a new network-based model to uniformly represent the structured, semi-structured and unstructured sources of a data lake, which is one of the newest and most successful architectures proposed for managing big data. Then, we present a new approach to, at least partially, "structuring" unstructured sources. Finally, with the support of these two tools, we define a new approach to extracting complex knowledge patterns from the data stored in a data lake. (C) 2018 Elsevier Inc. All rights reserved.
Tipologia CRIS:
1.1 Articolo in rivista
Keywords:
Data lakes; Complex knowledge patterns; Network-based conceptual model; Structuring unstructured sources; Synonymies; Shortest paths
Elenco autori:
LO GIUDICE, Paolo; Musarella, Lorenzo; Sofo, Giuseppe; Ursino, Domenico
Link alla scheda completa:
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