2004
DOI: 10.1016/j.ipm.2004.04.014
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Using context information in structured document retrieval: an approach based on influence diagrams

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Cited by 25 publications
(38 citation statements)
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“…This system is based on the Context-based Influence Diagram model (CID model) [13], which is supported by Influence Diagrams and Bayesian networks [14,15]. These are probabilistic graphical models specially designed for decision problems in uncertain environments.…”
Section: The Search Engine: Garnatamentioning
confidence: 99%
“…This system is based on the Context-based Influence Diagram model (CID model) [13], which is supported by Influence Diagrams and Bayesian networks [14,15]. These are probabilistic graphical models specially designed for decision problems in uncertain environments.…”
Section: The Search Engine: Garnatamentioning
confidence: 99%
“…In this section we shall describe these two models and how they are used to retrieve document components from a document collection through probabilistic inference (see [2,3] for more details). Alternative probabilistic graphical models for structured information retrieval can also be found in the literature [6,7,9].…”
Section: Probabilistic Graphical Models In the Garnata Systemmentioning
confidence: 99%
“…The computation of the unidimensional probabilities is based on the following formulas [2,3]: Figure 3 shows an algorithm that efficiently computes these probabilities, derived from eqs. (4) and (5), traversing only the nodes of the graph that require updating.…”
Section: Inference and Decision Makingmentioning
confidence: 99%
“…Other methods have been applied within the field of SDR, de Campos, Fernandez-Luna, and Huete (2004) set out the use of Bayesian networks and influence diagrams to form a retrieval model. They show that it is a novel way in which to identify and display SD components.…”
Section: Introductionmentioning
confidence: 99%