NEGATION HANDLING PADA ANALISIS SENTIMEN ULASAN APLIKASI GOOGLE MEET MENGGUNAKAN METODE SUPPORT VECTOR MACHINE

ZOLA, VINITO ZUMMI and Yusliani, Novi and Rodiah, Desty (2023) NEGATION HANDLING PADA ANALISIS SENTIMEN ULASAN APLIKASI GOOGLE MEET MENGGUNAKAN METODE SUPPORT VECTOR MACHINE. Undergraduate thesis, Sriwijaya Unviersity.

	Text RAMA_55201_09021281924035.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (1MB) | Request a copy
	Text RAMA_55201_09021281924035_TURNITIN.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (10MB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_01_front_ref.pdf - Accepted Version Available under License Creative Commons Public Domain Dedication. Download (1MB)
	Text RAMA_55201_09021281924035_0008118205_8802870018_02.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (361kB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_03.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (252kB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_04.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (821kB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_05.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (250kB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_06.pdf - Accepted Version Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (172kB) | Request a copy
	Text RAMA_55201_09021281924035_0008118205_8802870018_07_ref.pdf - Bibliography Restricted to Repository staff only Available under License Creative Commons Public Domain Dedication. Download (199kB) | Request a copy

Abstract

The precense of negation words in a sentence can change the meaning of the sentence, which can lead to misclassification. Negation handling is used as a method to handling negation issues during classification. In this study, the negation handling process is applied to sentiment analysis of Google Meet reviews using Support Vector Machine (SVM) algorithm. Then, the analysis is performed on SVM classification with negation handling and SVM classification without negation handling based on the evaluation results. The results of the study show that the negation handling process can increase the accuracy, precision, recall, and f-measure values by 2%. SVM classification using the negation handling method has accuracy value 86%, precision value 86%, recall value 84%, and f-measure value 85%.

Item Type:	Thesis (Undergraduate)
Uncontrolled Keywords:	Sentiment Analysis, Negation Handling, Support Vector Machine
Subjects:	Q Science > Q Science (General) > Q300-390 Cybernetics > Q325.5 Machine learning
Divisions:	09-Faculty of Computer Science > 55201-Informatics (S1)
Depositing User:	Vinito Zummi Zola
Date Deposited:	27 Jun 2023 07:48
Last Modified:	27 Jun 2023 07:48
URI:	http://repository.unsri.ac.id/id/eprint/113470

Actions (login required)

View Item