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Authors: Błażej Zyglarski and Piotr Bała

Affiliation: Nicolaus Copernicus University, Poland

Keyword(s): Keywords extraction, Text mining, Neural networks, Kohonen, Markov chains.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Knowledge Management and Information Sharing ; Knowledge Management Projects ; Knowledge-Based Systems ; Learning Organization & Organizational Learning ; Symbolic Systems

Abstract: In this paper we show our approach to keywords extraction by natural language processing. We present revised and extended version of previously shown document analysis method, based on Khonen Neural Networks with Reinforcement, which uses data from the large document repository to check and improve results. We describe new improvements, which we’ve achieved with preprocessing set of words and creating initial ranking using Markov Chains. Our method shows, that keywords can be selected from the text with great accuracy. In this paper we present evaluation and comparison of both methods and example results of keywords selection upon random documents.

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Paper citation in several formats:
Zyglarski, B. and Bała, P. (2010). KEYWORDS EXTRACTION - Selecting Keywords in Natural Language Texts with Markov Chains and Neural Networks. In Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2010) - KMIS; ISBN 978-989-8425-30-0; ISSN 2184-3228, SciTePress, pages 315-321. DOI: 10.5220/0003088003150321

@conference{kmis10,
author={Błażej Zyglarski. and Piotr Bała.},
title={KEYWORDS EXTRACTION - Selecting Keywords in Natural Language Texts with Markov Chains and Neural Networks},
booktitle={Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2010) - KMIS},
year={2010},
pages={315-321},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003088003150321},
isbn={978-989-8425-30-0},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2010) - KMIS
TI - KEYWORDS EXTRACTION - Selecting Keywords in Natural Language Texts with Markov Chains and Neural Networks
SN - 978-989-8425-30-0
IS - 2184-3228
AU - Zyglarski, B.
AU - Bała, P.
PY - 2010
SP - 315
EP - 321
DO - 10.5220/0003088003150321
PB - SciTePress

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