Improving Tree augmented Naive Bayes for class probability estimation

L Jiang, Z Cai, D Wang, H Zhang - Knowledge-Based Systems, 2012 - Elsevier
… algorithm Averaged Tree Augmented Naive Bayes (ATAN). The … At first, we briefly introduce
Tree Augmented Naive Bayes (… algorithm Averaged Tree Augmented Naive Bayes (ATAN). …

Learning tree augmented naive bayes for ranking

L Jiang, H Zhang, Z Cai, J Su - … , DASFAA 2005, Beijing, China, April 17-20 …, 2005 - Springer
naive Bayes, among which tree augmented naive Bayes (… naive Bayes in ranking. Responding
to this fact, we present a novel learning algorithm, called forest augmented naive Bayes (…

Structure extension of tree-augmented naive bayes

Y Long, L Wang, M Sun - Entropy, 2019 - mdpi.com
… represented by these augmenting edges in the tree-shaped network structure. In this paper,
… generalizing tree-augmented naive Bayes (TAN) from 1-dependence Bayesian network …

[PDF][PDF] Comparative analysis of Naive Bayes and tree augmented naïve Bayes models

H Padmanaban - 2014 - scholarworks.sjsu.edu
Naive Bayes and Tree Augmented Naive Bayes (TAN) are … A Naive Bayes model assumes
that all the attributes of an … The TAN model improves on the Naive Bayes model by adding …

Students' learning style detection using tree augmented naive Bayes

LX Li, SS Abdul Rahman - Royal Society open science, 2018 - royalsocietypublishing.org
… , tree augmented naive Bayesian network has the ability to improve the naive Bayesian
In this paper, we evaluate the performance of the tree augmented naive Bayesian in …

Tree-augmented naive Bayes ensembles

SC Ma, HB Shi - … of 2004 International Conference on Machine …, 2004 - ieeexplore.ieee.org
… [5], which is an extended model of the naive Bayes. The TAN classifier is superior to the
naive Bayes classifier by relaxing the independence assumption of the naive Bayes [5, 6, 71. It …

[PDF][PDF] Learning the Tree Augmented Naive Bayes Classifier from incomplete datasets.

O François, P Leray - Probabilistic Graphical Models, 2006 - Citeseer
… , forests or Bayesian networks), which often give better performances than the Naive Bayes
… We introduce in this paper a method to learn Tree Augmented Naive Bayes (tan) classifiers …

An improved learning algorithm for augmented naive Bayes

H Zhang, CX Ling - Pacific-Asia Conference on Knowledge Discovery and …, 2001 - Springer
… accuracy of the Augmented Naive Bayesian classifier. … But this term is same for all Augmented
Naive Bayesian … a special kind of tree augmented Naive Bayes based on work by Keogh …

Incremental learning of tree augmented naive Bayes classifiers

J Roure Alcobé - Ibero-American Conference on Artificial Intelligence, 2002 - Springer
Naive Bayes is incremental in nature but, up to now, there are no incremental algorithms for
learning Augmented … algorithm for learning Tree Augmented Naive classifiers. The algorithm …

[PDF][PDF] Network intrusion detection using tree augmented naive-bayes

R Najafi, M Afsharchi - … on Contemporary Issues in Computer and …, 2012 - researchgate.net
… efficient data mining algorithms called Naive Bayes and tree augmented Naive Bayes for
network intrusion detection and compare them with decision tree and support vector machine. …