An Overview of Ontology Learning Methodologies and Systems as a Subset of Ontology Engineering

The ontology functions as a universally accepted framework for the representation, exchange, and reuse of knowledge. Due to its importance, multiple approaches have been proposed for building ontologies. However, the process of constructing ontology is a challenging and time-consuming endeavor. Various strategies have been put in place to assist ontology engineers in addressing the obstacle of knowledge acquisition. This work seeks to offer a succinct introduction of ontology learning methods, examining several systems and tools for extracting ontologies, and concludes with a comparative summary. Furthermore, it explores contemporary concerns and key patterns in the development of ontology from written sources.

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Published
2025-02-13
DOI
https://doi.org/10.1109/ic363308.2025.10957487
Primary Topic
Semantic Web and Ontologies
Type
article
Field-Weighted Citation Impact
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article

An Overview of Ontology Learning Methodologies and Systems as a Subset of Ontology Engineering

Fahrurrozi Rahman, Lalnunthari Lalnunthari
Semantic Web and Ontologies
article

An Overview of Ontology Learning Methodologies and Systems as a Subset of Ontology Engineering

Fahrurrozi Rahman, Lalnunthari Lalnunthari
article en

Abstract

The ontology functions as a universally accepted framework for the representation, exchange, and reuse of knowledge. Due to its importance, multiple approaches have been proposed for building ontologies. However, the process of constructing ontology is a challenging and time-consuming endeavor. Various strategies have been put in place to assist ontology engineers in addressing the obstacle of knowledge acquisition. This work seeks to offer a succinct introduction of ontology learning methods, examining several systems and tools for extracting ontologies, and concludes with a comparative summary. Furthermore, it explores contemporary concerns and key patterns in the development of ontology from written sources.

Kalinga University (IN)
Openalex Percentile: Top 97%
Semantic Web and Ontologies
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