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Contextual ontology for tonality assessment

Abstract

classification tasks. The discussion focuses on two important research hypotheses: (1) whether it is possible to construct such an ontology from a corpus of textual document, and (2) whether it is possible and beneficial to use inferencing from this ontology to support the process of sentiment classification. To support the first hypothesis we present a method of extraction of hierarchy of contexts from a set of textual documents and encoding this hierarchy into a multi-level contextual ontology. To support the second hypothesis, we present a method of reasoning from the ontology, and results of experimental verification, which show that use of this reasoning method can increase accuracy of sentiment classification for longer text documents

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Category:
Articles
Type:
artykuły w czasopismach
Published in:
Procedia Computer Science no. 176, pages 723 - 732,
ISSN: 1877-0509
Language:
English
Publication year:
2020
Bibliographic description:
Waloszek W., Rizun N.: Contextual ontology for tonality assessment// Procedia Computer Science -Vol. 176, (2020), s.723-732
DOI:
Digital Object Identifier (open in new tab) 10.1016/j.procs.2020.09.045
Verified by:
Gdańsk University of Technology

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