Faktor Exacta
Vol 14, No 3 (2021)

ANALISIS SENTIMEN PENGARUH PEMBELAJARAN DARING TERHADAP MOTIVASI BELAJAR DI MASA PANDEMI MENGGUNAKAN NAIVE BAYES DAN SVM

Ariansyah Ariansyah (Sekolah Tinggi Manajemen Informatika dan Komputer Nusa Mandiri)
Mira Kusmira (UNIVERSITAS NUSA MANDIRI)



Article Info

Publish Date
22 Oct 2021

Abstract

The COVID-19 pandemic in Indonesia has had a huge impact on the education sector. Where it is today, it must implement and adapt a new learning model called online. motivation in learning is very important because it can improve achievements. In this case there are many pros and cons about online learning, many people's opinions on social media, especially Twitter about the influence of online learning on learning motivation. This study aims to analyze the influence between online learning and learning motivation. Public opinion on Twitter is used as a sentiment analysis to find out what people think about online learning on learning motivations whether positive or negative. The data used are tweets in indonesian with the keywords "online learning", "distance learning" and "motivational learning", with the number of datasets as many as 455 tweets are classified into 2 parts namely agreement and disagreement. The classification in this study used naive bayes classification algorithm method and Support Vector Machine (SVM) by preprocessing data using tokenize, transform case, filtering and stemming. Data is processed using rapidminer application. The highest accuracy result of this study was by the classification algorithm method support vector machine (SVM) with accuracy 97.22%, precision 94.72%, recall 100% and error 2.78%.

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Journal Info

Abbrev

Faktor_Exacta

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering Industrial & Manufacturing Engineering

Description

Faktor Exacta is a peer review journal in the field of informatics. This journal was published in March (March, June, September, December) by Institute for Research and Community Service, University of Indraprasta PGRI, Indonesia. All newspapers will be read blind. Accepted papers will be available ...