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BAYES-NEAREST: a new Hybrid Classifier Combining Bayesian Network and Distance Based Algorithms (2003)  (Make Corrections)  (3 citations)
Elena Lazkano, Basilio Sierra



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Abstract: This paper presents a new hybrid classifier that combines the probability based Bayesian Network paradigm with the Nearest Neighbor distance based algorithm. The Bayesian Network structure is obtained from the data by using the K2 structural learning algorithm. The Nearest Neighbor algorithm is used in combination with the Bayesian Network in the deduction phase. For those data bases in which some variables are continuous valued, automatic discretizations of the data are performed. (Update)

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BibTeX entry:   (Update)

Lazkano, E. and Sierra, B. (2003). Bayes-nearest: a new hybrid classifier combining bayesian network and distance based algorithms. In Proceedings of the EPIA 2003 Conference. Lecture Notes on Computer Science. http://citeseer.ist.psu.edu/lazkano03bayesnearest.html   More

@misc{ lazkano03bayesnearest,
  author = "E. Lazkano and B. Sierra",
  title = "Bayes-nearest: a new hybrid classifier combining bayesian network and distance
    based algorithms",
  text = "Lazkano, E. and Sierra, B. (2003). Bayes-nearest: a new hybrid classifier
    combining bayesian network and distance based algorithms. In Proceedings
    of the EPIA 2003 Conference. Lecture Notes on Computer Science.",
  year = "2003",
  url = "citeseer.ist.psu.edu/lazkano03bayesnearest.html" }
Citations (may not include all citations):
2177   Programs for Machine Learning (context) - Quinlan - 1993
1543   Probabilistic Reasoning in Intelligent Systems: Networks of .. (context) - Pearl - 1988
976   Machine Learning (context) - Mitchell - 1997
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503   Instance-based learning algorithms (context) - Aha, Kibler et al. - 1991
416   A bayesian method for the induction of probabilistic network.. (context) - Cooper, Herskovits - 1992
351   Learning bayesian networks: The combination of knowledge and.. - Heckerman, Geiger et al. - 1995
312   Introduction to Bayesian networks (context) - Jensen - 1996
171   Supervised and unsupervised discretization of continuous fea.. - Dougherty, Kohavi et al. - 1995
144   Probabilistic Networks and Expert Systems (context) - Cowell, Dawid et al. - 1999
138   Bayesian network classifiers - Friedman, Geiger et al. - 1997
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133   Methods for combining multiple classifiers and their applica.. (context) - Xu, Kryzak et al. - 1992
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70   Propagating uncertainty in bayesian networks by probabilisti.. (context) - Henrion - 1988
67   Expert Systems and Probabilistic Network Models (context) - Castillo, Gutierrez et al. - 1997
64   Nearest neighbor (context) - Dasarathy - 1991
55   Evidential reasoning using stochastic simulation of causal m.. (context) - Pearl - 1987
40   Scaling up the accuracy of naive-bayes classifiers: a decisi.. - Kohavi - 1996
30   Cross-validation choice and assessment of statistical proced.. (context) - Stone - 1974
30   Individual comparisons by ranking methods (context) - Wilcoxon - 1945
28   Multi-interval discretization of continuousvalued attributes.. (context) - Irani - 1993
20   Feature subset selection by bayesian networks based optimiza.. - Inza, Larranaga et al. - 2000
14   Predicting survival in malignant skin melanoma using bayesia.. - Sierra, Larranaga - 1998
6   Machine learning inspired approaches to combine standard med.. (context) - Sierra, Serrano et al. - 1999
6   Using bayesian networks in the construction of a bi-level mu.. - Sierra, Serrano et al. - 2001
5   Probabilistic-weighted k nearest neighbor algorithm: a new a.. (context) - Sierra, Lazkano - 2002
4   Knowledge integration in a multiple classifier system (context) - Lu - 1996
4   Feature subset selection by bayesian networks: a comparison .. - Inza, Larranaga et al. - 2001
4   Prototype selection and feature subset selection by estimati.. - Sierra, Lazkano et al. - 2001
4   On chanching continuous attributes into ordered discrete att.. (context) - Catlett - 1991
1   Medical bayesian networks (context) - Sierra, Inza et al. - 1933

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