Preliminary experiments using subjective logic for the polyrepresentation of information needs

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According to the principle of polyrepresentation, retrieval accuracy may improve through the combination of multiple and diverse information object representations about e.g. the context of the user, the information sought, or the retrieval system [9, 10]. Recently, the principle of polyrep-resentation was mathematically expressed using subjective logic [12], where the potential suitability of each representation for improving retrieval performance was formalised through degrees of belief and uncertainty [15]. No experimental evidence or practical application has so far validated this model. We extend the work of Lioma et al. (2010) [15], by providing a practical application and analysis of the model. We show how to map the notions of belief and uncertainty to real-life evidence drawn from a retrieval dataset. We also show how to estimate two different types of polyrep-resentation assuming either (a) independence or (b) dependence between the information objects that are combined. We focus on the polyrepresentation of different types of context relating to user information needs (i.e. work task, user background knowledge, ideal answer) and show that the subjective logic model can predict their optimal combination prior and independently to the retrieval process.
Original languageEnglish
Title of host publicationProceedings of the 4th Information Interaction in Context Symposium
Number of pages10
PublisherAssociation for Computing Machinery
Publication date2012
Pages174-183
ISBN (Print)978-1-4503-1282-0
DOIs
Publication statusPublished - 2012
Event4th Information Interaction in Context Symposium - Nijmegen, Netherlands
Duration: 21 Aug 201224 Aug 2012
Conference number: 4

Conference

Conference4th Information Interaction in Context Symposium
Nummer4
LandNetherlands
ByNijmegen
Periode21/08/201224/08/2012

ID: 49502447