TY - GEN
T1 - Using Evolutionary Algorithms to Personalize Controllers in Ambient Intelligence
AU - Gao, Shu
AU - Hoogendoorn, Mark
PY - 2015
Y1 - 2015
N2 - As users can have greatly different preferences, the personalization of ambient devices is of utmost importance. Several approaches have been proposed to establish such a personalization in the form of machine learning or more dedicated knowledge-driven learning approaches. Despite its huge successes in optimization, evolutionary algorithms (EAs) have not been studied a lot in this context, mostly because it is known to be a slow learner. Currently however, quite fast EA based optimizers exist. In this paper, we investigate the suitability of EAs for ambient intelligence.
AB - As users can have greatly different preferences, the personalization of ambient devices is of utmost importance. Several approaches have been proposed to establish such a personalization in the form of machine learning or more dedicated knowledge-driven learning approaches. Despite its huge successes in optimization, evolutionary algorithms (EAs) have not been studied a lot in this context, mostly because it is known to be a slow learner. Currently however, quite fast EA based optimizers exist. In this paper, we investigate the suitability of EAs for ambient intelligence.
KW - Ambient intelligence
KW - CMA-ES
KW - Evolutionary algorithms
KW - Personalization
UR - http://www.scopus.com/inward/record.url?scp=84937410498&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84937410498&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-19695-4_1
DO - 10.1007/978-3-319-19695-4_1
M3 - Conference contribution
VL - 376
T3 - Advances in Intelligent Systems and Computing
SP - 1
EP - 11
BT - Ambient Intelligence - Software and Applications - 6th International Symposium on Ambient Intelligence, ISAmI 2015
A2 - Mohamed, A
A2 - Novais, P
A2 - Pereira, A
A2 - Villarrubia-Gonzalez, G.
A2 - Fernandez-Caballero, A.
PB - Springer/Verlag
T2 - 6th International Symposium on Ambient Intelligence (ISAmI 2015)
Y2 - 3 June 2015 through 5 June 2015
ER -