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Frank, Korbinian und Röckl, Matthias und 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), Seiten 312-315. IEEEXplore. The 35th IEEE Conference on Local Computer Networks (LCN), 2010-10-11 - 2010-10-14, Denver, Colorado, USA. ISBN 978-1-4244-8389-1.
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Kurzfassung
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.
| elib-URL des Eintrags: | https://elib.dlr.de/64867/ | ||||||||||||||||
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| Dokumentart: | Konferenzbeitrag (Paper, Poster) | ||||||||||||||||
| Titel: | Optimizing Dynamic Composition of Bayesian Networks for Context Sensing and Inference | ||||||||||||||||
| Autoren: |
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| Datum: | 11 Oktober 2010 | ||||||||||||||||
| Erschienen in: | Proceedings of 35th IEEE Conference on Local Computer Networks (LCN 2010) | ||||||||||||||||
| Referierte Publikation: | Ja | ||||||||||||||||
| Open Access: | Ja | ||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||
| Seitenbereich: | Seiten 312-315 | ||||||||||||||||
| Verlag: | IEEEXplore | ||||||||||||||||
| ISBN: | 978-1-4244-8389-1 | ||||||||||||||||
| Status: | veröffentlicht | ||||||||||||||||
| Stichwörter: | Ad hoc & sensor networks; Adaptive applications; Bayesian Networks; Context Inference; Reasoning | ||||||||||||||||
| Veranstaltungstitel: | The 35th IEEE Conference on Local Computer Networks (LCN) | ||||||||||||||||
| Veranstaltungsort: | Denver, Colorado, USA | ||||||||||||||||
| Veranstaltungsart: | internationale Konferenz | ||||||||||||||||
| Veranstaltungsbeginn: | 11 Oktober 2010 | ||||||||||||||||
| Veranstaltungsende: | 14 Oktober 2010 | ||||||||||||||||
| Veranstalter : | IEEE | ||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
| HGF - Programm: | Verkehr | ||||||||||||||||
| HGF - Programmthema: | Bodengebundener Verkehr (alt) | ||||||||||||||||
| DLR - Schwerpunkt: | Verkehr | ||||||||||||||||
| DLR - Forschungsgebiet: | V BF - Bodengebundene Fahrzeuge | ||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | V - Fahrerassistenz (alt) | ||||||||||||||||
| Standort: | Oberpfaffenhofen | ||||||||||||||||
| Institute & Einrichtungen: | Institut für Kommunikation und Navigation > Nachrichtensysteme | ||||||||||||||||
| Hinterlegt von: | Frank, Korbinian | ||||||||||||||||
| Hinterlegt am: | 07 Dez 2010 07:58 | ||||||||||||||||
| Letzte Änderung: | 24 Apr 2024 19:30 |
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