Some effective techniques for naive bayes text classification

SB Kim, KS Han, HC Rim… - IEEE transactions on …, 2006 - ieeexplore.ieee.org
text classification problem. Based on the observation of naive Bayes for the natural language
text, we … process, which causes poor results in text classification domain. In this paper, we …

Naive bayes and text classification i-introduction and theory

S Raschka - arXiv preprint arXiv:1410.5329, 2014 - arxiv.org
… a closer look at the probability model of the naive Bayes classifier and apply the concept to a
… (text message) collection to train a naive Bayes classifier in Python that allows us to classify

Naive bayes for text classification with unbalanced classes

E Frank, RR Bouckaert - Knowledge Discovery in Databases: PKDD 2006 …, 2006 - Springer
… Multinomial naive Bayes (MNB) is the version of naive Bayes that is commonly used for text
… data, as in the smaller classes in a text categorization problem. We investigate the use of …

Bayesian Naïve Bayes classifiers to text classification

S Xu - Journal of Information Science, 2018 - journals.sagepub.com
… Inspired by the success of Bayesian counterparts of many classical methods, Bayesian
NB classifiers to text classification are studied in this work with the following contributions: …

Feature selection for text classification with Naïve Bayes

J Chen, H Huang, S Tian, Y Qu - Expert Systems with Applications, 2009 - Elsevier
… metrics for the Naïve Bayesian classifier applied on multi-class text datasets: Multi-class …
of text classification with Naïve Bayesian classifiers were carried out on two multi-class texts

[PDF][PDF] A comparison of event models for naive bayes text classification

A McCallum, K Nigam - … -98 workshop on learning for text …, 1998 - yangli-feasibility.com
… This section presents the generative model for both cases of the naive Bayes classifier. First
… of text classification in a Bayesian learning framework. This approach assumes that the text

Adapting naive Bayes tree for text classification

S Wang, L Jiang, C Li - Knowledge and Information Systems, 2015 - Springer
… remarkable classification performance in terms of classificationnaive Bayes text classifier
on each leaf node of the built decision tree and try to adapt NBTree to text classification tasks. …

[PDF][PDF] Transferring naive bayes classifiers for text classification

W Dai, GR Xue, Q Yang, Y Yu - AAAI, 2007 - cdn.aaai.org
… In this paper, we propose a novel transfer-learning algorithm for text classification based on
an EM-based Naive Bayes classifiers. Our solution is to first estimate the initial probabilities …

Improving multi-class text classification with naive Bayes

JDM Rennie - 2001 - dspace.mit.edu
… We also present a fully Bayesian derivation of Naive Bayes, that, while not new, has yet to …
text classification. Through a careful presentation, we hope to clarify the basis of Naive Bayes

Bayesian multinomial Naïve Bayes classifier to text classification

S Xu, Y Li, Z Wang - … and Ubiquitous Engineering: MUE/FutureTech 2017 …, 2017 - Springer
… However, multinomial NB classifier is not fully Bayesian, so a Bayesian version is proposed
… models for naive Bayes text classification. In: ICML/AAAI-98 Workshop on Learning for Text