Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives

The aim of this article was to examine sentiment analysis methods from the perspective of the philosophy of science with three approaches, ontological, epistemological and axiological. This research used a qualitative research method (descriptive-analysis) with an ontological, epistemological and ax...

Full description

Saved in:
Bibliographic Details
Main Authors: M. Noer Fadli Hidayat, Didik Dwi Prasetya, Triyanna Widiyaningtyas, Syaad Patmanthara
Format: Article
Language:English
Published: Department of Informatics, UIN Sunan Gunung Djati Bandung 2025-05-01
Series:JOIN: Jurnal Online Informatika
Subjects:
Online Access:https://join.if.uinsgd.ac.id/index.php/join/article/view/1228
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849468190984241152
author M. Noer Fadli Hidayat
Didik Dwi Prasetya
Triyanna Widiyaningtyas
Syaad Patmanthara
author_facet M. Noer Fadli Hidayat
Didik Dwi Prasetya
Triyanna Widiyaningtyas
Syaad Patmanthara
author_sort M. Noer Fadli Hidayat
collection DOAJ
description The aim of this article was to examine sentiment analysis methods from the perspective of the philosophy of science with three approaches, ontological, epistemological and axiological. This research used a qualitative research method (descriptive-analysis) with an ontological, epistemological and axiological approach that uses library research and document studies of previous research results. Data collection was carried out through books and reputable scientific journals on Scopus, ScienceDirect, IEEEXplore and Springer Link. The results of this research showed that sentiment analysis from an ontological perspective describes the definition, development and relationship of sentiment with social reality. Meanwhile, from an epistemological perspective, sentiment analysis is viewed from how the source of knowledge is obtained, explaining the production of sentiment analysis knowledge, and several ways of working that can be applied in studies. Axiologically, sentiment analysis can see the function and value resulting from sentiment analysis, as well as discussing the results of interpretation from sentiment analysis studies. These findings showed the development of sentiment analysis in answering various problems to improve the quality of sustainable services in various fields.
format Article
id doaj-art-137d124c9016456eb91da3d4c84bdcd9
institution Kabale University
issn 2528-1682
2527-9165
language English
publishDate 2025-05-01
publisher Department of Informatics, UIN Sunan Gunung Djati Bandung
record_format Article
series JOIN: Jurnal Online Informatika
spelling doaj-art-137d124c9016456eb91da3d4c84bdcd92025-08-20T03:25:55ZengDepartment of Informatics, UIN Sunan Gunung Djati BandungJOIN: Jurnal Online Informatika2528-16822527-91652025-05-0110110512110.15575/join.v10i1.12281229Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological PerspectivesM. Noer Fadli Hidayat0Didik Dwi Prasetya1Triyanna Widiyaningtyas2Syaad Patmanthara3Department of Electrical Engineering and Informatics, Universitas Negeri Malang and Department of Informatics Engineering, Universitas Nurul Jadid ProbolinggoDepartment of Electrical Engineering and Informatics, Universitas Negeri MalangDepartment of Electrical Engineering and Informatics, Universitas Negeri MalangDepartment of Electrical Engineering and Informatics, Universitas Negeri MalangThe aim of this article was to examine sentiment analysis methods from the perspective of the philosophy of science with three approaches, ontological, epistemological and axiological. This research used a qualitative research method (descriptive-analysis) with an ontological, epistemological and axiological approach that uses library research and document studies of previous research results. Data collection was carried out through books and reputable scientific journals on Scopus, ScienceDirect, IEEEXplore and Springer Link. The results of this research showed that sentiment analysis from an ontological perspective describes the definition, development and relationship of sentiment with social reality. Meanwhile, from an epistemological perspective, sentiment analysis is viewed from how the source of knowledge is obtained, explaining the production of sentiment analysis knowledge, and several ways of working that can be applied in studies. Axiologically, sentiment analysis can see the function and value resulting from sentiment analysis, as well as discussing the results of interpretation from sentiment analysis studies. These findings showed the development of sentiment analysis in answering various problems to improve the quality of sustainable services in various fields.https://join.if.uinsgd.ac.id/index.php/join/article/view/1228axiologicalepistemologicalontologicalsentiment analysis
spellingShingle M. Noer Fadli Hidayat
Didik Dwi Prasetya
Triyanna Widiyaningtyas
Syaad Patmanthara
Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
JOIN: Jurnal Online Informatika
axiological
epistemological
ontological
sentiment analysis
title Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
title_full Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
title_fullStr Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
title_full_unstemmed Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
title_short Anatomy of Sentiment Analysis in Ontological, Epistemological, and Axiological Perspectives
title_sort anatomy of sentiment analysis in ontological epistemological and axiological perspectives
topic axiological
epistemological
ontological
sentiment analysis
url https://join.if.uinsgd.ac.id/index.php/join/article/view/1228
work_keys_str_mv AT mnoerfadlihidayat anatomyofsentimentanalysisinontologicalepistemologicalandaxiologicalperspectives
AT didikdwiprasetya anatomyofsentimentanalysisinontologicalepistemologicalandaxiologicalperspectives
AT triyannawidiyaningtyas anatomyofsentimentanalysisinontologicalepistemologicalandaxiologicalperspectives
AT syaadpatmanthara anatomyofsentimentanalysisinontologicalepistemologicalandaxiologicalperspectives