SCIENTIFIC DOCUMENTS MANAGEMENT SYSTEM - Application of Kohonens Neural Networks with Reinforcement in Keywords Extraction
Błazej Zyglarski, Piotr Bała
2009
Abstract
Keywords choice is an important issue during the document analysis. We’ve developed the document management system which performs the keywords-oriented document comparison. In this article we presents our approach to keywords generation, which uses self-organizing Kohonen neural networks with reinforcement. This article shows the relevance of this method to the standard statistical method.
References
- Cavnar, W. B. and Trenkle, J. M. (1994). N-gram-based text categorization. In Proceedings of SDAIR-94, 3rd Annual Symposium on Document Analysis and Information Retrieval, pages 161-175, Las Vegas, US.
- Fortnow, L. (2004). Kolmogorov complexity and computational complexity.
- Frank, E., Chui, C., and Witten, I. H. (2000). Text categorization using compression models. In In Proceedings of DCC-00, IEEE Data Compression Conference, Snowbird, US, pages 200-209. IEEE Computer Society Press.
- Kohonen, T. (1998). The self-organizing map. Neurocomputing, 21(1-3):1-6.
- Sutton, R. S. (1996). Generalization in reinforcement learning: Successful examples using sparse coarse coding. In Advances in Neural Information Processing Systems 8, volume 8, pages 1038-1044.
- Zyglarski, B., Baa, P., and Schreiber, T. (2008). Web services based scientific article manager. In Information Systems Architecture and Technology, Web Information Systems: Models, Concepts and Challenges, pages 205-215. Wrocaw University of Technology.
- Scientific work cofunded from resources of European Social Fund and Budget within ZPORR (Zintegrowany Program Operacyjny Rozwoju Regionalnego), Operation 2.6 ”Regional Innovation Strategies and knowledge transfer” of Kujawsko-Pomorskie voivodship project ”Scholarship for PhD students 2008/2009 - ZPORR”.
Paper Citation
in Harvard Style
Zyglarski B. and Bała P. (2009). SCIENTIFIC DOCUMENTS MANAGEMENT SYSTEM - Application of Kohonens Neural Networks with Reinforcement in Keywords Extraction . In Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2009) ISBN 978-989-674-013-9, pages 55-62. DOI: 10.5220/0002298100550062
in Bibtex Style
@conference{kmis09,
author={Błazej Zyglarski and Piotr Bała},
title={SCIENTIFIC DOCUMENTS MANAGEMENT SYSTEM - Application of Kohonens Neural Networks with Reinforcement in Keywords Extraction},
booktitle={Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2009)},
year={2009},
pages={55-62},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002298100550062},
isbn={978-989-674-013-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the International Conference on Knowledge Management and Information Sharing - Volume 1: KMIS, (IC3K 2009)
TI - SCIENTIFIC DOCUMENTS MANAGEMENT SYSTEM - Application of Kohonens Neural Networks with Reinforcement in Keywords Extraction
SN - 978-989-674-013-9
AU - Zyglarski B.
AU - Bała P.
PY - 2009
SP - 55
EP - 62
DO - 10.5220/0002298100550062