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112
Voted
FLAIRS
2004
15 years 3 months ago
The Optimality of Naive Bayes
Naive Bayes is one of the most efficient and effective inductive learning algorithms for machine learning and data mining. Its competitive performance in classification is surpris...
Harry Zhang
BIBE
2007
IEEE
120views Bioinformatics» more  BIBE 2007»
15 years 6 months ago
Quality Assessment of Affymetrix GeneChip Data using the EM Algorithm and a Naive Bayes Classifier
Recent research has demonstrated the utility of using supervised classification systems for automatic identification of low quality microarray data. However, this approach requires...
Brian E. Howard, Beate Sick, Imara Perera, Yang Ju...
98
Voted
KDD
2004
ACM
111views Data Mining» more  KDD 2004»
16 years 2 months ago
Document preprocessing for naive Bayes classification and clustering with mixture of multinomials
Dmitry Pavlov, Ramnath Balasubramanyan, Byron Dom,...
WWW
2001
ACM
16 years 2 months ago
On integrating catalogs
We address the problem of integrating documents from different sources into a master catalog. This problem is pervasive in web marketplaces and portals. Current technology for aut...
Rakesh Agrawal, Ramakrishnan Srikant