Staff Publications

Staff Publications

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    'Staff publications' is the digital repository of Wageningen University & Research

    'Staff publications' contains references to publications authored by Wageningen University staff from 1976 onward.

    Publications authored by the staff of the Research Institutes are available from 1995 onwards.

    Full text documents are added when available. The database is updated daily and currently holds about 240,000 items, of which 72,000 in open access.

    We have a manual that explains all the features 

Record number 428891
Title Modeling patterns of evidence in Bayesian networks: a case-study in Classical Swine Fever
Author(s) Gaag, L.C. van der; Bolt, J.; Loeffen, W.L.A.; Elbers, A.R.W.
Source Lecture Notes in Computer Science 6178 (2010). - ISSN 0302-9743 - p. 675 - 684.
DOI https://doi.org/10.1007/978-3-642-14049-5_69
Department(s) CVI Virology
CVI Diagnostics and Crisis
Publication type Refereed Article in a scientific journal
Publication year 2010
Abstract Upon engineering a Bayesian network for the early detection of Classical Swine Fever in pigs, we found that the commonly used approach of separately modelling the relevant observable variables would not suffice to arrive at satisfactory performance of the network: explicit modelling of combinations of observations was required to allow identifying and reasoning about patterns of evidence. In this paper, we outline a general approach to modelling relevant patterns of evidence in a Bayesian network. We demonstrate its application for our problem domain and show that it served to significantly improve our network’s performance.
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