SNNB: A Selective Neighborhood based Naive Bayes for Lazy Learning

SNNB: A Selective Neighborhood based Naive Bayes for Lazy Learning (2002)

Cached

Download Links

[www.comp.nus.edu.sg]

Other Repositories/Bibliography

DBLP

by Zhipeng Xie , Wynne Hsu , Zongtian Liu , Mong Li Lee

Venue:	IN: PROCEEDINGS OF THE 6TH PAKDD
Citations:	11 - 0 self

BibTeX

@INPROCEEDINGS{Xie02snnb:a,
    author = {Zhipeng Xie and Wynne Hsu and Zongtian Liu and Mong Li Lee},
    title = {SNNB: A Selective Neighborhood based Naive Bayes for Lazy Learning},
    booktitle = {IN: PROCEEDINGS OF THE 6TH PAKDD},
    year = {2002},
    pages = {104--114},
    publisher = {Springer}
}

Years of Citing Articles

Bookmark

OpenURL

Abstract

Naive Bayes is a probability-based classification method which is based on the assumption that attributes are conditionally mutually independent given the class label. Much research has been focused on improving the accuracy of Nave Bayes via eager learning. In this paper, we propose a novel lazy learning algorithm, Selective Neighbourhood based Nave Bayes (SNNB).

Citations

4071	C4.5: Programs for machine learning - Quinlan - 1993
2529	C.J.E.: Uci repository of machine learning databases, http://www.ics.uci.edu/ ∼ mlearn/MLRepository.html - Blake, Keogh
687	Nearest neighbor pattern classification - Cover, Hart - 1967
531	Multi-interval discretization of continuousvalued attributes for classification learning - Fayyad, Irani - 1993
486	Pazzani M: On the optimality of the simple Bayesian classifier under zero-one loss - Domingos - 1997
341	Integrating Classification and Association Rule Mining - Liu
179	Induction of selective bayesian classifiers - Langley, Sage - 1994
140	Scaling up the accuracy of Naive-Bayes classifiers: A decisiontree hybrid - Kohavi - 1996
102	Semi-naive Bayesian classifier - Kononenko - 1991
85	Lazy Decision Trees - Friedman, Yun, et al. - 1996
72	M.: Building classifiers using bayesian networks. In - Friedman, Goldszmidt - 1996
63	Lazy Learning - Aha, Editor - 1997
55	Comparing bayesian network classifiers - Cheng, Greiner
36	Constructive induction of Cartesian product attributes - Pazzani - 1996
33	Lazy learning of Bayesian rules - Zheng, Webb - 2000
12	Pattern Classification and Scene Analysis. NewYork - Duda, Hart - 1973
10	Naïve Bayesian classifier committees - Zheng - 1998