Massive networks of wearable devices have recently become a key scenario for pattern recognition technologies. Applications range from implicit human-machine interactions, to autonomous monitoring of user habits and activities. This paper presents a framework providing developers with tools to orchestrate the continuous process of collecting and classifying data streams in aware-systems. It supports service oriented, reconfigurable components and provides a solid background to put at joint work specification- and data-driven approaches. It also provides an innovative meta-classification scheme allowing to implement applications by editing a simple state automata. Experimental results suggest that the approach could be integrated in a number of applications for: (i) improving energy efficiency, (ii) improving classification accuracy and (iii) improving software engineering of aware systems.

Human aware superorganisms / Bicocchi, Nicola; Fontana, Damiano; Zambonelli, Franco. - CD-ROM. - (2014), pp. 1057-1062. ((Intervento presentato al convegno Workshop on the Superorganism of Massively Collective Wearables tenutosi a Seattle (USA) nel Settembre 2014 [10.1145/2638728.2659391].

Human aware superorganisms

BICOCCHI, Nicola;FONTANA, Damiano;ZAMBONELLI, Franco
2014

Abstract

Massive networks of wearable devices have recently become a key scenario for pattern recognition technologies. Applications range from implicit human-machine interactions, to autonomous monitoring of user habits and activities. This paper presents a framework providing developers with tools to orchestrate the continuous process of collecting and classifying data streams in aware-systems. It supports service oriented, reconfigurable components and provides a solid background to put at joint work specification- and data-driven approaches. It also provides an innovative meta-classification scheme allowing to implement applications by editing a simple state automata. Experimental results suggest that the approach could be integrated in a number of applications for: (i) improving energy efficiency, (ii) improving classification accuracy and (iii) improving software engineering of aware systems.
Workshop on the Superorganism of Massively Collective Wearables
Seattle (USA)
Settembre 2014
1057
1062
Bicocchi, Nicola; Fontana, Damiano; Zambonelli, Franco
Human aware superorganisms / Bicocchi, Nicola; Fontana, Damiano; Zambonelli, Franco. - CD-ROM. - (2014), pp. 1057-1062. ((Intervento presentato al convegno Workshop on the Superorganism of Massively Collective Wearables tenutosi a Seattle (USA) nel Settembre 2014 [10.1145/2638728.2659391].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11380/1060817
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