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Issues and Requirements for Bayesian Approaches in Context Aware Systems

Angermann, Michael and Robertson, Patrick and Strang, Thomas (2005) Issues and Requirements for Bayesian Approaches in Context Aware Systems. In: LoCA 2005: Int. workshop on Location- and Context-Awareness. LoCA 2005, 2005-05-12, Wessling Deutschland.

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Abstract

Research in advanced context-aware systems has clearly shown a need to capture the inherent uncertainty in the physical world, especially in human behavior. Modelling approaches that employ the concept of probability, especially in combination with Bayesian methods, are promising candidates to solve the pending problems. This paper analyzes the requirements for such models in order to enable user-friendly, adaptive and especially scalable operation of context-aware systems. It is conjectured that a successful system may not only use Bayesian techniques to infer probabilities from known probability tables but learn, i.e. estimate the probabilities in these tables by observing user behavior.

Item URL in elib:https://elib.dlr.de/22609/
Document Type:Conference or Workshop Item (Speech, Paper)
Title:Issues and Requirements for Bayesian Approaches in Context Aware Systems
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Angermann, MichaelUNSPECIFIEDUNSPECIFIED
Robertson, PatrickUNSPECIFIEDUNSPECIFIED
Strang, ThomasUNSPECIFIEDUNSPECIFIED
Date:May 2005
Journal or Publication Title:LoCA 2005: Int. workshop on Location- and Context-Awareness
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Editors:
EditorsEmailEditor's ORCID iD
Strang, ThomasUNSPECIFIEDUNSPECIFIED
Linnhoff-Popien, ClaudiaUNSPECIFIEDUNSPECIFIED
Status:Published
Keywords:Bayesian inference Graphical models context awareness context estimation
Event Title:LoCA 2005
Event Location:Wessling Deutschland
Event Type:international Conference
Event Dates:2005-05-12
HGF - Research field:Aeronautics, Space and Transport (old)
HGF - Program:Space (old)
HGF - Program Themes:W KN - Kommunikation/Navigation
DLR - Research area:Space
DLR - Program:W KN - Kommunikation/Navigation
DLR - Research theme (Project):W - Vorhaben GNSS2/Neue Dienste und Produkte (old)
Location: Oberpfaffenhofen
Institutes and Institutions:Institute of Communication and Navigation > Communications Systems
Deposited By: Robertson, Dr.-Ing. Patrick
Deposited On:23 Apr 2009
Last Modified:31 Jul 2019 19:16

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