REDUCCIÓN DEL COSTE COMPUTACIONAL DE LA INFERENCIA DE CONTEXTO BAYESIANA MEDIANTE EL USO DE RANGOS DE VALORES DINÁMICOS
Fortes, Sergio and Frank, Korbinian and Barco, Raquel (2009) REDUCCIÓN DEL COSTE COMPUTACIONAL DE LA INFERENCIA DE CONTEXTO BAYESIANA MEDIANTE EL USO DE RANGOS DE VALORES DINÁMICOS. In: URSI 2009: XXIV Simposium Nacional de la Unión Científica de Radio , pp. 240-243. PUbliCan - Ediciones de la Universidad de Cantabria . URSI 2009: XXIV Simposium Nacional de la Unión Científica de Radio , [2009-09-16 - 2009-09-18] , Santander. ISBN 978-84-8102-550-7.
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Abstract
This paper shows how to reduce evaluation time for context inference. Probabilistic Context Inference has proven to be more powerful and better adapted to the challenges of the physical reality with uncertain or missing information. As the inference complexity is very high, the complexity of the to be evaluated rule (representing a share of the real world) should be reduced as far as possible. Therefore we present an approach to select only relevant values of context types and to adapt this selection during its usage time. In an evaluation we show that with only a few evaluations of the reduced inference rules the reduction costs will have amortized and the system brings significant benefit to context aware computing.
| Document Type: | Conference or Workshop Item (Paper) | ||||||||
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| Additional Information: | Spanisch | ||||||||
| Title: | REDUCCIÓN DEL COSTE COMPUTACIONAL DE LA INFERENCIA DE CONTEXTO BAYESIANA MEDIANTE EL USO DE RANGOS DE VALORES DINÁMICOS | ||||||||
| Authors: |
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| Date: | September 2009 | ||||||||
| Journal or Publication Title: | URSI 2009: XXIV Simposium Nacional de la Unión Científica de Radio | ||||||||
| Page Range: | pp. 240-243 | ||||||||
| Editors: |
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| Publisher: | PUbliCan - Ediciones de la Universidad de Cantabria | ||||||||
| ISBN: | 978-84-8102-550-7 | ||||||||
| Status: | Published | ||||||||
| State of review: | reviewed publication (not in Journal Citation Report) | ||||||||
| Keywords: | Context Inference, Bayesian Networks, Dynamic Value Ranges, Entropy, Partial Mutual Information | ||||||||
| Event Title: | URSI 2009: XXIV Simposium Nacional de la Unión Científica de Radio | ||||||||
| Event Location: | Santander | ||||||||
| Event Type: | Conference | ||||||||
| Event Dates: | [2009-09-16 - 2009-09-18] | ||||||||
| Organizer: | URSI Seccion Espana | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Space | ||||||||
| 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 | ||||||||
| Location: | Oberpfaffenhofen | ||||||||
| Institutes and Institutions: | Institute of Communication and Navigation > Communications Systems | ||||||||
| Deposited By: | Korbinian Frank | ||||||||
| Deposited On: | 22 Jan 2009 | ||||||||
| Last Modified: | 15 Jan 2010 01:00 |
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