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Mathematics Preprints 2006


Pattern Recognition

06.10 : KUNCHEVA, L.I.

On the optimality of Naive Bayes with dependent binary features

Summary:

While Naïve Bayes classifier (NB) is Bayes-optimal for independent features, we prove that it is also optimal for two equiprobable classes and two features with equal class-conditional covariances. Although strict optimality does not extend for three features, equal covariances are expected to be beneficial in higher-dimensional spaces.

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pdf file: lkprl06.pdf

Published in:

Pattern Recognition Letters 27 (2006) 830-837.

06.11 : RODRIGUES, J.J., KUNCHEVA, L.I. & ALONSO, C.J.

Rotation forest: a new classifier ensemble method

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pdf file: jrlkcatpami06.pdf

Published in:

IEEE Transactions on Pattern Analysis and Machine Intelligence 28 (10), 2006, 1619-1630.

06.12 : KUNCHEVA, L.I. & VETROV, D.P.

Evaluation of stability of k-means cluster ensembles with respect to random initialization

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pdf file: lkdvtpami06.pdf

Published in:

IEEE Transactions on Pattern Analysis and Machine Intelligence 28 (11), 2006, 1798-1808.

06.13 : KUNCHEVA, L.I., HADJITODOROV, S.T. & TODOROVA, L.P.

Experimental comparison of cluster ensemble methods

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pdf file: lkshltFUSION06.pdf

Published in:

Proc. FUSION 2006 Florence, Italy, 2006.

06.19 : CHARLES, J.J., KUNCHEVA, L.I., WELLS, B. & LIM, I.S.

An evaluation measure of image segmentation based on object centres

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pdf file: ckwl_iciar2006.pdf

Published in:

Proc. International Conference on Image Analysis and Recognition ICIAR, 2006, Portugal, LNCS 4141, 283-294.

06.20 : KUNCHEVA, L.I., RIO VILLAS, V. del & RODRIGUEZ, J.J.

Diagnosing scrapie in sheep: a classification experiment

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Published in:

Computers in Biology and Medicine 37 (2007) 1194-1202.

06.21 : KUNCHEVA, L.I. & HADJITODOROV, S.T.

Diversifying Heuristics for Cluster Ensembles

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pdf file: lkshTR06.pdf

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