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Authors: Anna Rozeva 1 ; Martin Ivanov 2 and Roumiana Tsankova 3

Affiliations: 1 University of Forestry, Bulgaria ; 2 New Bulgarian University, Bulgaria ; 3 Technical University, Bulgaria

Keyword(s): Knowledge generation, Business model, Text mining, Data mining, Administration management, Categorization, Clustering.

Abstract: The aim of the paper is to present a framework for designing business model for knowledge generation from explicit data on “good” administrative management practices. Knowledge discovery demands the availability and access to high volumes of data. There is such data collected in databases and files in different formats. Knowledge extraction is performed by statistical and machine learning mining methods of text mining and data mining. The proposed framework for business model design consists of structure and knowledge models. The two models refer to the text transformation and the knowledge extraction phases respectively. Structure model implements text mining methods for converting the text documents into structured objects. These objects form a data mining structure that is the source for the knowledge discovery models. They are oriented to descriptive and predictive modelling tasks which concern document clustering and categorization. The business model framework is trained on sou rce text documents for “good” practices in public administration and business management which are classified according to preliminary established topics. The results obtained by the descriptive and predictive knowledge models are presented. (More)

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Paper citation in several formats:
Rozeva, A.; Ivanov, M. and Tsankova, R. (2011). BUSINESS MODELLING FOR GENERATION OF KNOWLEDGE FROM EXPLICIT DATAConsidering Administrative Management Processes. In Proceedings of the First International Symposium on Business Modeling and Software Design - BMSD; ISBN 978-989-8425-68-3, SciTePress, pages 114-121. DOI: 10.5220/0004459201140121

@conference{bmsd11,
author={Anna Rozeva. and Martin Ivanov. and Roumiana Tsankova.},
title={BUSINESS MODELLING FOR GENERATION OF KNOWLEDGE FROM EXPLICIT DATAConsidering Administrative Management Processes},
booktitle={Proceedings of the First International Symposium on Business Modeling and Software Design - BMSD},
year={2011},
pages={114-121},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004459201140121},
isbn={978-989-8425-68-3},
}

TY - CONF

JO - Proceedings of the First International Symposium on Business Modeling and Software Design - BMSD
TI - BUSINESS MODELLING FOR GENERATION OF KNOWLEDGE FROM EXPLICIT DATAConsidering Administrative Management Processes
SN - 978-989-8425-68-3
AU - Rozeva, A.
AU - Ivanov, M.
AU - Tsankova, R.
PY - 2011
SP - 114
EP - 121
DO - 10.5220/0004459201140121
PB - SciTePress

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