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primary topic: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025)

KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025)
type: Thesis
type: Article
abstract: Demonstrations are a form of public political participation that not only take place in physical spaces but also trigger the formation of public opinion on social media. Netizen’s opinions regarding demonstration movements are generally expressed through comments or posts on the social media platform X, containing various sentiments. This study aims to compare the performance of the Naïve Bayes and Linear Discriminant Analysis (LDA) methods in sentiment classification related to the DPR RI demonstration movement on social media X. The dataset was obtained through a data scraping technique on social media X within the period of August 1 to September 30, 2025, resulting in 8.702 data entries. The sentiment data were classified into three categories: positive, negative, and neutral. The research stages included preprocessing, TF-IDF weighting, and sentiment classification using the Naïve Bayes and LDA methods. Model evaluation was conducted using a confusion matrix with accuracy, precision, and F1-score metrics. The results showed that the LDA method achieved better performance than Naïve Bayes, with an accuracy of 79,21%, while Naïve Bayes obtained an accuracy of 74,01%. These findings indicate that the LDA method is more effective in classifying sentiment in unstructured and high-dimensional socal media text data.
date: 2026-06-10
status: published
author list: authors
type: EPrint
type: ThesisEPrint
is part of: repository
has document: http://digilib.uin-suka.ac.id/id/document/1069445
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has document: http://digilib.uin-suka.ac.id/id/document/1069462
subject: 510 Mathematics (Matematika)

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type: Document
label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Text)
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label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Text)

UIN SUNAN KALIJAGA YOGYAKARTA
type: Organization

FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA
type: Organization

NIM.: 22106010027 Bunga Wanda Nurhalisa
type: Person
given name: NIM.: 22106010027
family name: Bunga Wanda Nurhalisa

http://digilib.uin-suka.ac.id/id/document/1069455
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label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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http://digilib.uin-suka.ac.id/id/document/1069459
type: Document
label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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http://digilib.uin-suka.ac.id/id/document/1069460
type: Document
label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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http://digilib.uin-suka.ac.id/id/document/1069461
type: Document
label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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http://digilib.uin-suka.ac.id/id/document/1069462
type: Document
label: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025) (Other)
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https://digilib.uin-suka.ac.id/id/eprint/77782/
title: HTML Summary of #77782 KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025)
format: text/html
primary topic: KLASIFIKASI SENTIMEN NETIZEN X MENGGUNAKAN METODE NAIVE BAYES DAN LINEAR DISCRIMINANT ANALYSIS (LDA) (STUDI KASUS: SENTIMEN NETIZEN TERKAIT AKSI DEMONSTRASI PADA TANGGAL 1 AGUSTUS - 30 SEPTEMBER 2025)

510 Mathematics (Matematika)
type: Concept