Document representation and quality of text: An analysis

M Keikha, NS Razavian, F Oroumchian… - Survey of text mining II …, 2008 - Springer
There are three factors involved in text classification: the classification model, the similarity
measure, and the document representation. In this chapter, we will focus on document …

Rich document representation and classification: An analysis

M Keikha, A Khonsari, F Oroumchian - Knowledge-Based Systems, 2009 - Elsevier
There are three factors involved in text classification. These are classification model,
similarity measure and document representation model. In this paper, we will focus on …

[PDF][PDF] Representation quality in text classification: An introduction and experiment

DD Lewis - Speech and Natural Language: Proceedings of a …, 1990 - aclanthology.org
The way in which text is represented has a strong impact on the performance of text
classification (retrieval and categorization) systems. We discuss the operation of text …

[PDF][PDF] Recording word position information for improved document categorization

P Gawrysiak, L Gancarz… - Proceedings of the …, 2002 - softlab.ece.ntua.gr
In this paper, which is a report from work in progress, we briefly present the new document
representation that could be used in classic text mining applications, such as document …

Text categorization: An experiment using phrases

M Kongovi, JC Guzman, V Dasigi - … BCS-IRSG European Colloquium on IR …, 2002 - Springer
Typical text classifiers learn from example and training documents that have been manually
categorized. In this research, our experiment dealt with the classification of news wire …

[PDF][PDF] Representation and classification of text documents: A brief review

BS Harish, DS Guru, S Manjunath - IJCA, Special Issue on …, 2010 - researchgate.net
Text classification is one of the important research issues in the field of text mining, where
the documents are classified with supervised knowledge. In literature we can find many text …

[PDF][PDF] Text Categorization: A comparison of classifiers, feature selection metrics and document representation

F Peleja, GP Lopes, J Silva - Proceedings of the 15th Portuguese …, 2011 - researchgate.net
In this paper, we compare several aspects related to automatic text categorization which
include document representation, feature selection, three classifiers, and their application to …

A comparative study on text representation schemes in text categorization

F Song, S Liu, J Yang - Pattern analysis and applications, 2005 - Springer
It is well known that the classification effectiveness of the text categorization system is not
simply a matter of learning algorithms. Text representation factors are also at work. This …

[PDF][PDF] A Comparative Study on Data Representation to Categorize Text Documents.

DA Meedeniya, AS Perera - SEKE, 2008 - ecommons.luc.edu
In the modern world text documents play an important role in most of the organizations. Their
constant growth widens the scope of document storage. As a result, there is a potential need …

[PDF][PDF] Structural classifiers of text types: Towards a novel model of text representation

A Mehler, P Geibel, O Pustylnikov - Journal for Language Technology and …, 2007 - jlcl.org
Texts can be distinguished in terms of their content, function, structure or layout
(Brinker,; Bateman et al.,; Joachims,; Power et al.,). These …