Title :
Collective citizens´ behavior modelling with support of the Internet of Things and Big Data
Author :
Balicki, Jerzy ; Beringer, Michal ; Korlub, Waldemar ; Przybylek, Piotr ; Tyszka, Maciej ; Zadroga, Marcin
Author_Institution :
Gdansk Univ. of Technol., Gdansk, Poland
Abstract :
In this paper, collective human behaviors are modelled by a development of Big Data mining related to the Internet of Things. Some studies under MapReduce architectures have been carried out to improve an efficiency of Big Data mining. Intelligent agents in data mining have been analyzed for smart city systems, as well as data mining has been described by genetic programming. Furthermore, artificial neural networks have been discussed in data mining as well as an analysis of Tweeter´s blogs for citizens has been proposed. Finally, some numerical experiments with fire spread around Tricity, Poland have been submitted.
Keywords :
Big Data; Internet of Things; behavioural sciences computing; data mining; genetic algorithms; neural nets; parallel processing; software architecture; Big Data; Internet of Things; MapReduce architectures; artificial neural networks; collective citizens behavior modelling; data mining; genetic programming; Cities and towns; Data mining; Fires; Intelligent sensors; Internet of things; Smart cities; Big Data; collective intelligence; data mining; human behaviors; smart cities; the Internet of Things;
Conference_Titel :
Human System Interactions (HSI), 2015 8th International Conference on
Conference_Location :
Warsaw
DOI :
10.1109/HSI.2015.7170644