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» The Optimality of Naive Bayes
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IJCNLP
2004
Springer
14 years 1 months ago
Causal Relation Extraction Using Cue Phrase and Lexical Pair Probabilities
This work aims to extract causal relations that exist between two events expressed by noun phrases or sentences. The previous works for the causality made use of causal patterns su...
Du-Seong Chang, Key-Sun Choi
PKDD
2004
Springer
168views Data Mining» more  PKDD 2004»
14 years 1 months ago
Combining Winnow and Orthogonal Sparse Bigrams for Incremental Spam Filtering
Spam filtering is a text categorization task that has attracted significant attention due to the increasingly huge amounts of junk email on the Internet. While current best-pract...
Christian Siefkes, Fidelis Assis, Shalendra Chhabr...
ACNS
2003
Springer
129views Cryptology» more  ACNS 2003»
14 years 26 days ago
Using Feedback to Improve Masquerade Detection
Abstract. To gain access to account privileges, an intruder masquerades as the proper account user. Information from user feedback helps to improve the accuracy of classifiers use...
Kwong H. Yung
SIGIR
1999
ACM
13 years 12 months ago
A Re-Examination of Text Categorization Methods
This paper reports a controlled study with statistical signi cance tests on ve text categorization methods: the Support Vector Machines (SVM), a k-Nearest Neighbor (kNN) classi er...
Yiming Yang, Xin Liu
KDD
1999
ACM
152views Data Mining» more  KDD 1999»
13 years 12 months ago
Applying General Bayesian Techniques to Improve TAN Induction
Tree Augmented Naive Bayes (TAN) has shown to be competitive with state-of-the-art machine learning algorithms [3]. However, the TAN induction algorithm that appears in [3] can be...
Jesús Cerquides