BoosTexter: A boosting-based system for text categorization

RE Schapire, Y Singer - Machine learning, 2000 - Springer
… We next describe BoosTexter, a system which embodies four versions of boosting based on
these … , and we discuss the implementation issues that arise in multi-label text categorization. …

[PDF][PDF] BoosTexter: A Boosting-based System for Text Categorization

Å ÇÊ - Citeseer
… We next describe BoosTexter, a system which embodies four versions of boosting based on
these … , and we discuss the implementation issues that arise in multilabel text categorization. …

[PDF][PDF] BoosTexter for text categorization in spoken language dialogue

M Rochery, R Schapire, M Rahim… - Unpublished …, 2001 - researchgate.net
… In this paper, we describe one component of our dialogue system, namely the module for …
-label text categorization problem. We apply a machine-learning system called BoosTexter [7] …

Text categorization by boosting automatically extracted concepts

L Cai, T Hofmann - Proceedings of the 26th annual international ACM …, 2003 - dl.acm.org
… a variety of classification problems and has experimentally proven to be highly competitive
in the context of text categorization [2]. In this paper, we focus on text categorization with over…

[PDF][PDF] An improved boosting algorithm and its application to text categorization

F Sebastiani, A Sperduti, N Valdambrini - Proceedings of the ninth …, 2000 - dl.acm.org
… MHKR, and describe the experimental results we have obtained on the Reuters-21578 text
categorization benchmark. AdaBoost.MHKR is based on a different method to create weak …

Boosting multi-label hierarchical text categorization

A Esuli, T Fagni, F Sebastiani - Information Retrieval, 2008 - Springer
… large-sized classification schemes for text have a hierarchical structure, so far the attention
of text classification researchers has mostly focused on algorithms for “flat” classification, ie …

Feature ranking for enhancing boosting-based multi-label text categorization

B Al-Salemi, M Ayob, SAM Noah - Expert Systems with Applications, 2018 - Elsevier
… and effective automatic text categorization systems. For this reason, text categorization is still
… We utilized four widely used multi-label datasets for text categorization system evaluation in …

Boosting algorithms with topic modeling for multi-label text categorization: A comparative empirical study

B Al-Salemi, MJ Ab Aziz… - Journal of Information …, 2015 - journals.sagepub.com
… As a conclusion of this study, we recommend topic-based representation for accelerating
and enhancing the categorization performance of all mentioned boosting-based and instance-…

Boosting for text classification with semantic features

S Bloehdorn, A Hotho - … workshop on knowledge discovery on the web, 2004 - Springer
… form of simple ontologies can improve text classification results by directly … classification
we suggest to use the AdaBoost algorithm which has proven to produce accurate classification

A multi-label Chinese text categorization system based on boosting algorithm

J Chen, X Zhou, Z Wu - The Fourth International Conference …, 2004 - ieeexplore.ieee.org
… Chinese text categorization systems. This paper presents a text categorization system specially
… This system has been successfully evaluated on the TCM-MED dataset and the English …