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Authors: Ioannis Antonellis ; Christos Bouras ; Vassilis Poulopoulos and Anastasios Zouzias

Affiliation: Research Academic Computer Technology Institute, N. Kazantzaki, University Campus; University of Patras, Greece

Keyword(s): Scalable text classification, scalability, text decomposition, term-by-sentences matrix, web personalization.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Soft Computing ; Symbolic Systems ; Web Mining

Abstract: We explore scalability issues of the text classification problem where using (multi)labeled training documents we try to build classifiers that assign documents into classes permitting classification in multiple classes. A new class of classification problems, called ‘scalable’ is introduced that models many problems from the area of Web mining. The property of scalability is defined as the ability of a classifier to adjust classification results on a ‘per-user’ basis. Furthermore, we investigate on different ways to interpret personalization of classification results by analyzing well known text datasets and exploring existent classifiers. We present solutions for the scalable classification problem based on standard classification techniques and present an algorithm that relies on the semantic analysis using document decomposition into its sentences. Experimental results concerning the scalability property and the performance of these algorithms are provided using the 20newsgroup d ataset and a dataset consisting of web news. (More)

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Paper citation in several formats:
Antonellis, I.; Bouras, C.; Poulopoulos, V. and Zouzias, A. (2006). SCALABILITY OF TEXT CLASSIFICATION. In Proceedings of WEBIST 2006 - Second International Conference on Web Information Systems and Technologies - Volume 1: WEBIST; ISBN 978-972-8865-46-7; ISSN 2184-3252, SciTePress, pages 408-413. DOI: 10.5220/0001240904080413

@conference{webist06,
author={Ioannis Antonellis. and Christos Bouras. and Vassilis Poulopoulos. and Anastasios Zouzias.},
title={SCALABILITY OF TEXT CLASSIFICATION},
booktitle={Proceedings of WEBIST 2006 - Second International Conference on Web Information Systems and Technologies - Volume 1: WEBIST},
year={2006},
pages={408-413},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001240904080413},
isbn={978-972-8865-46-7},
issn={2184-3252},
}

TY - CONF

JO - Proceedings of WEBIST 2006 - Second International Conference on Web Information Systems and Technologies - Volume 1: WEBIST
TI - SCALABILITY OF TEXT CLASSIFICATION
SN - 978-972-8865-46-7
IS - 2184-3252
AU - Antonellis, I.
AU - Bouras, C.
AU - Poulopoulos, V.
AU - Zouzias, A.
PY - 2006
SP - 408
EP - 413
DO - 10.5220/0001240904080413
PB - SciTePress

- Science and Technology Publications, Lda.
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