A Methodological Framework for Dictionary and Rule-based Text Classification

Jennifer Abel; Birger Lantow

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Paper

A Methodological Framework for Dictionary and Rule-based Text Classification

Topics: Clustering and Classification Methods; Data Mining in Electronic Commerce; Mining Text and Semi-Structured Data; Pre-Processing and Post-Processing for Data Mining

In Proceedings of the 11th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management - Volume 0IC3K, 330-337, 2019 , Vienna, Austria

Authors: Jennifer Abel and Birger Lantow

Affiliation: Institute of Computer Science, University of Rostock, Albert-Einstein-Str. 22, 18059 Rostock and Germany

Keyword(s): Dictionary-based, Rule-based, Method Engineering, Text Classification.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Clustering and Classification Methods ; Data Mining in Electronic Commerce ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Mining Text and Semi-Structured Data ; Pre-Processing and Post-Processing for Data Mining ; Symbolic Systems

Abstract: Recent research on dictionary- and rule-based text classification either concentrates on improving the classification quality for standard tasks like sentiment mining or describe applications to a specific domain. The focus is mainly on the underlying algorithmic approach. This work in contrast provides a general methodological approach to dictionary- and rule-based text classification based on a systematic literature analysis. The result is a process description that enables the application of these technologies on specific problems by guidance through major decision points from the definition of the classification goals to the actual classification of texts.

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Paper citation in several formats:

Abel, J. and Lantow, B. (2019). A Methodological Framework for Dictionary and Rule-based Text Classification. In Proceedings of the 11th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2019) - KDIR; ISBN 978-989-758-382-7; ISSN 2184-3228, SciTePress, pages 330-337. DOI: 10.5220/0008121503300337

@conference{kdir19,
author={Jennifer Abel. and Birger Lantow.},
title={A Methodological Framework for Dictionary and Rule-based Text Classification},
booktitle={Proceedings of the 11th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2019) - KDIR},
year={2019},
pages={330-337},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008121503300337},
isbn={978-989-758-382-7},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the 11th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2019) - KDIR
TI - A Methodological Framework for Dictionary and Rule-based Text Classification
SN - 978-989-758-382-7
IS - 2184-3228
AU - Abel, J.
AU - Lantow, B.
PY - 2019
SP - 330
EP - 337
DO - 10.5220/0008121503300337
PB - SciTePress