Observatorio de I+D+i UPM

Memorias de investigación
Research Publications in journals:
Generation of human computational models with machine learning
Year:2014
Research Areas
  • Information technology and adata processing,
  • Telematics,
  • Environmental intelligence
Information
Abstract
Services in smart environments pursue to increase the quality of people?s lives. The most important issues when developing this kind of environments is testing and validating such services. These tasks usually imply high costs and annoying or unfeasible real-world testing. In such cases, artificial societies may be used to simulate the smart environment (i.e. physical environment, equipment and humans). With this aim, the CHROMUBE methodology guides test engineers when modeling human beings. Such models reproduce behaviors which are highly similar to the real ones. Originally, these models are based on automata whose transitions are governed by random variables. Automaton?s structure and the probability distribution functions of each random variable are determined by a manual test and error process. In this paper, it is presented an alternative extension of this methodology which avoids the said manual process. It is based on learning human behavior patterns automatically from sensor data by using machine learning techniques. The presented approach has been tested on a real scenario, where this extension has given highly accurate human behavior models,
International
Si
JCR
Si
Title
Information Sciences
ISBN
0020-0255
Impact factor JCR
3,893
Impact info
Available online 18 September 2014
Volume
0
Journal number
293
From page
97
To page
114
Month
SIN MES
Ranking
Participants
  • Autor: Francisco Campuzano (Universidad de Murcia)
  • Autor: Teresa Garcia-Valverde (Universidad de Murcia)
  • Autor: Juan A. Botia (Universidad de Murcia)
  • Autor: Emilio Serrano Fernandez (UPM)
Research Group, Departaments and Institutes related
  • Creador: Grupo de Investigación: Grupo de Sistemas Inteligentes
  • Departamento: Ingeniería de Sistemas Telemáticos
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Cofinanciación del MINECO en el marco del Programa INNCIDE 2011 (OTR-2011-0236)
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