Title :
Intelligent Open Spaces: Using Neural Networks for Prediction of Requested Resources in Smart Spaces
Author :
Madkour, Amgad ; Sameh, Ahmed
Author_Institution :
American Univ. In Cairo, Cairo
Abstract :
This paper describes how open spaces, a smart spaces pervasive architecture, can be used to capture human behavior and accordingly provide intelligent allocation responses to user requests. Our results show that learning the collective resource allocations and navigational patterns of users inside a particular location generates better predictions than learning per user.
Keywords :
human factors; learning (artificial intelligence); neural nets; resource allocation; ubiquitous computing; human behavior; intelligent allocation responses; intelligent open spaces; navigational patterns; neural network learning; requested resource prediction; resource allocations; smart space pervasive architecture; user requests; Computational intelligence; Computer architecture; Computer networks; History; Intelligent networks; Middleware; Navigation; Neural networks; Pervasive computing; Resource management; Neural Networks; Pervasive Computing;
Conference_Titel :
Computational Science and Engineering, 2008. CSE '08. 11th IEEE International Conference on
Conference_Location :
Sao Paulo
Print_ISBN :
978-0-7695-3193-9
DOI :
10.1109/CSE.2008.35