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Optimizing Dynamic Composition of Bayesian Networks for Context Sensing and Inference
Frank, Korbinian and Röckl, Matthias and Pfeifer, Tom (2010) Optimizing Dynamic Composition of Bayesian Networks for Context Sensing and Inference. In: Proceedings of 35th IEEE Conference on Local Computer Networks (LCN 2010) , pp. 312-315. IEEEXplore. The 35th IEEE Conference on Local Computer Networks (LCN), 11 Oct - 14 Oct 2010, Denver, Colorado, USA. ISBN 978-1-4244-8389-1.
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Abstract
Abstract—Breaking Bayesian Networks for Context Inference from Sensor Networks into smaller Bayeslets is a proven approach for optimizing performance in adaptive resourceconstraint ubiquitous computing and networking environments. Automatic selection and composition of such Bayeslets faces the challenge that the related cost factors (inference time, memory consumption) grow exponentially with the number of components. The paper discusses optimising approaches to evaluate the added value of using a particular Bayeslet vs. its cost to prune the dynamic composition graph.
| Document Type: | Conference or Workshop Item (Paper, Poster) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Title: | Optimizing Dynamic Composition of Bayesian Networks for Context Sensing and Inference | ||||||||
| Authors: |
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| Date: | 11 October 2010 | ||||||||
| Journal or Publication Title: | Proceedings of 35th IEEE Conference on Local Computer Networks (LCN 2010) | ||||||||
| Page Range: | pp. 312-315 | ||||||||
| Publisher: | IEEEXplore | ||||||||
| ISBN: | 978-1-4244-8389-1 | ||||||||
| Status: | Published | ||||||||
| State of review: | reviewed publication (not in Journal Citation Report) | ||||||||
| Keywords: | Ad hoc & sensor networks; Adaptive applications; Bayesian Networks; Context Inference; Reasoning | ||||||||
| Event Title: | The 35th IEEE Conference on Local Computer Networks (LCN) | ||||||||
| Event Location: | Denver, Colorado, USA | ||||||||
| Event Type: | international Conference | ||||||||
| Event Dates: | 11 Oct - 14 Oct 2010 | ||||||||
| Organizer: | IEEE | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Transport | ||||||||
| HGF - Program Themes: | V BF - Bodengebundene Fahrzeuge | ||||||||
| DLR - Research area: | Transport | ||||||||
| DLR - Program: | V BF - Bodengebundene Fahrzeuge | ||||||||
| DLR - Research theme (Project): | V - Fahrerassistenz | ||||||||
| Location: | Oberpfaffenhofen | ||||||||
| Institutes and Institutions: | Institute of Communication and Navigation > Communications Systems | ||||||||
| Deposited By: | Korbinian Frank | ||||||||
| Deposited On: | 07 Dec 2010 07:58 | ||||||||
| Last Modified: | 03 Mar 2011 16:37 |
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