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en:software:k-nn [2007/05/23 08:42] – created rooten:software:k-nn [2007/05/24 15:39] root
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 +===== Evidential distance-based classifier (k-NN version) =====
 +A non-parametric classification method based on the Dempster-Shafer theory of evidence. The principle of the method was first introduced in the following paper:
  
 +T. Denoeux. A k-nearest neighbor classification rule based on Dempster-Shafer theory. IEEE Transactions on Systems, Man and Cybernetics, 25(05):804-813, 1995.
 +
 +A procedure for optimizing the parameters was later described in:
 +
 +L. M. Zouhal and T. Denoeux. An evidence-theoretic k-NN rule with parameter optimization. IEEE Transactions on Systems, Man and Cybernetics C, 28(2):263-271,1998. {{en:revues:smc96.pdf|pdf}}
 +
 +More references are included in my [[en:publi|list of publications]].
 +
 +[[http://www.hds.utc.fr/~tdenoeux/software/kNN/|Download]]

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