28 research outputs found

    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. Recently, the principle of polyrepresentation was mathematically expressed using subjective logic, where the potential suitability of each representation for improving retrieval performance was formalised through degrees of belief and uncertainty. No experimental evidence or practical application has so far validated this model. We extend the work of Lioma et al. (2010), by providing a practical application and analysis of the model. We show how to map the abstract notions of belief and uncertainty to real-life evidence drawn from a retrieval dataset. We also show how to estimate two different types of polyrepresentation 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

    Prediction of Relevant Biomedical Documents: a Human Microbiome Case Study

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    Background: Retrieving relevant biomedical literature has become increasingly difficult due to the large volume and rapid growth of biomedical publication. A query to a biomedical retrieval system often retrieves hundreds of results. Since the searcher will not likely consider all of these documents, ranking the documents is important. Ranking by recency, as PubMed does, takes into account only one factor indicating potential relevance. This study explores the use of the searcherā€™s relevance feedback judgments to support relevance ranking based on features more general than recency. Results: It was found that the researcherā€™s relevance judgments could be used to accurately predict the relevance of additional documents: both using tenfold cross-validation and by training on publications from 2008ā€“2010 and testing on documents from 2011. Conclusions: This case study has shown the promise for relevance feedback to improve biomedical document retrieval. A researcherā€™s judgments as to which initially retrieved documents are relevant, or not, can be leveraged to predict additional relevant documents

    Thesaurus-assisted search term selection and query expansion: a review of user-centred studies

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    This paper provides a review of the literature related to the application of domain-specific thesauri in the search and retrieval process. Focusing on studies which adopt a user-centred approach, the review presents a survey of the methodologies and results from empirical studies undertaken on the use of thesauri as sources of term selection for query formulation and expansion during the search process. It summaries the ways in which domain-specific thesauri from different disciplines have been used by various types of users and how these tools aid users in the selection of search terms. The review consists of two main sections covering, firstly studies on thesaurus-aided search term selection and secondly those dealing with query expansion using thesauri. Both sections are illustrated with case studies that have adopted a user-centred approach

    Combination approaches for multilingual text retrieval

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    Johdonmukaisuuden laskeminen tiedon tallennuksen ja haun tutkimuksessa

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    Johdonmukaisuuden laskeminen tiedon tallennuksen ja haun tutkimuksessa

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    Novas fronteiras tecnolĆ³gicas das aƧƵes de informaĆ§Ć£o: questƵes e abordagens

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    MudanƧas significativas dos conceitos e abordagens acerca da informaĆ§Ć£o e da comunicaĆ§Ć£o acontecem ao mesmo tempo em que muda a relaĆ§Ć£o entre os usos da linguagem e as mediaƧƵes tecnolĆ³gicas desses usos ā€“ ainda que nĆ£o seja de forma causal. O mesmo aconteceria com a reformulaĆ§Ć£o dos dispositivos de informaĆ§Ć£o pela crescente convergĆŖncia entre as tecnologias culturais e de reproduĆ§Ć£o e as tecnologias digitais. Nesse contexto, dir-se-ia que, ao desativar constrangimentos fĆ­sicos das aƧƵes de transferĆŖncia de informaĆ§Ć£o, colocam-se em relevo outros problemas e possibilidades de recuperaĆ§Ć£o e busca de informaĆ§Ć£o. Ocupa-se assim da comunicaĆ§Ć£o de informaĆ§Ć£o entre diferentes comunidades de interlocuĆ§Ć£o, das quais a comunicaĆ§Ć£o multicultural seria um caso e, quiƧƔ tambĆ©m, um paradigma, indagando-se acerca dos usos metafĆ³ricos da linguagem como novas categorias de entendimento e descriĆ§Ć£o das aƧƵes de informaĆ§Ć£
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