Pervasive and mobile devices can generate huge amounts of contextual data, from which knowledge about situations occurring in the world can be inferred for the use of pervasive services. Due to the overwhelming amount of data and the distributed and dynamic nature of pervasive systems, this may be not a trivial task. Indeed the management of contextual data should be run by a dedicate middleware layer, i.e., knowledge networks in charge of organizing and aggregating such data to facilitate its exploitation by pervasive services. In this paper we introduce a unsupervised, distributed and self-organizing approach to build and maintain such a layer based on simple agents that organize and extract useful information from the data space. We also present a Java-based implementation of the approach and discuss experimental results.

A Self-Organizing Approach for Building and Maintaining Knowledge Networks / Castelli, G., Mamei, M., Zambonelli, F.. - STAMPA. - 48:(2010), pp. 175-188. (3rd International Conference on Mobile Wireless Middleware, Operating Systems, and Applications, Mobilware 2010 Chicago, IL, usa 30 June, 2 July, 2010) [10.1007/978-3-642-17758-3_13].

A Self-Organizing Approach for Building and Maintaining Knowledge Networks

CASTELLI, Gabriella;MAMEI, Marco;ZAMBONELLI, Franco
2010

Abstract

Pervasive and mobile devices can generate huge amounts of contextual data, from which knowledge about situations occurring in the world can be inferred for the use of pervasive services. Due to the overwhelming amount of data and the distributed and dynamic nature of pervasive systems, this may be not a trivial task. Indeed the management of contextual data should be run by a dedicate middleware layer, i.e., knowledge networks in charge of organizing and aggregating such data to facilitate its exploitation by pervasive services. In this paper we introduce a unsupervised, distributed and self-organizing approach to build and maintain such a layer based on simple agents that organize and extract useful information from the data space. We also present a Java-based implementation of the approach and discuss experimental results.
2010
Inglese
3rd International Conference on Mobile Wireless Middleware, Operating Systems, and Applications, Mobilware 2010
Chicago, IL, usa
30 June, 2 July, 2010
Mobile Wireless Middleware, Operating Systems, and Applications
48
175
188
9783642177576
ICST - Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering
BELGIO
Begijnhoflaan
Internazionale
Contributo
self-organization; knowledge networks
Castelli, Gabriella; Mamei, Marco; Zambonelli, Franco
Atti di CONVEGNO::Relazione in Atti di Convegno
273
3
A Self-Organizing Approach for Building and Maintaining Knowledge Networks / Castelli, G., Mamei, M., Zambonelli, F.. - STAMPA. - 48:(2010), pp. 175-188. (3rd International Conference on Mobile Wireless Middleware, Operating Systems, and Applications, Mobilware 2010 Chicago, IL, usa 30 June, 2 July, 2010) [10.1007/978-3-642-17758-3_13].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/851927
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