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Image of ANALISIS SENTIMEN ULASAN PENGGUNA APLIKASI INFO BMKG DENGAN METODE SUPPORT VECTOR MACHINE

Skripsi

ANALISIS SENTIMEN ULASAN PENGGUNA APLIKASI INFO BMKG DENGAN METODE SUPPORT VECTOR MACHINE

Selviana, Marcellanisa - Personal Name;

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Penilaian anda saat ini :  

The advancement of information technology has driven the development of various mobile applications that facilitate the public in accessing information. One of the important applications in Indonesia is Info BMKG, which provides information related to weather, earthquakes, and climate from the Meteorology, Climatology, and Geophysics Agency (BMKG). Given its vital function, user reviews of this application become an important source of data in evaluating service quality. This study aims to analyze the sentiment of user reviews of the Info BMKG application on the Google Play Store to gain a deeper understanding of user perceptions. This research uses the Support Vector Machine (SVM) algorithm and the Cross Industry Standard Process for Data Mining (CRISP-DM) as the research framework. The data evaluation used K-Fold Cross Validation with parameter fold values of 2, 4, 6, 8, and 10. Based on the test results, the best accuracy was achieved at fold value = 10 with an accuracy of 83.54%, a positive precision of 88.20%, a negative precision of 79.90%, a positive recall of 77.45%, and a negative recall of 89.64%. The positive sentiment word cloud was dominated by words such as "earthquake," "help," "application," "weather," "information," "good," reflecting a positive perception of the application's accuracy and benefits. Meanwhile, words like "earthquake," "application," "update," "location," "notification," "weather" appeared in the negative sentiment, indicating areas that need improvement.


Availability
Inventory Code Barcode Call Number Location Status
2507004426T179789T1797892025Central Library (Reference)Available but not for loan - Not for Loan
Detail Information
Series Title
-
Call Number
T1797892025
Publisher
Indralaya : Prodi Sistem Informasi, Fakultas Ilmu Komputer Universitas Sriwijaya., 2025
Collation
xvi, 125 hlm.; ilus.; tab.; 29 cm.
Language
Indonesia
ISBN/ISSN
-
Classification
005.360 7
Content Type
Text
Media Type
unmediated
Carrier Type
other (computer)
Edition
-
Subject(s)
Sistem informasi
Specific Detail Info
-
Statement of Responsibility
MI
Other version/related
TitleEditionLanguage
EFEKTIVITAS MANFAAT PROGRAM APLIKASI IGOGREEN DALAM MENGATASI PERMASALAHAN SAMPAH DI KOTA PALEMBANGid
JUAL BELI ILEGAL PROGRAM APLIKASI SPOTIFY PREMIUM MELALUI MEDIA SOSIAL DALAM PERSPEKTIF HAK CIPTAid
KLASIFIKASI INTENSITAS CURAH HUJAN DI KOTA PALEMBANG DENGAN MENGGUNAKAN ALGORITMA DECISION TREE (C4.5)(STUDI KASUS: BMKG STASIUN KLIMATOLOGI PALEMBANG)id
ANALISIS KUALITAS UDARA TAHUN 2021-2022 MELALUI UJI PH DAN UJI KONDUKTIVITAS BERDASARKAN SAMPEL AIR HUJAN DI BMKG STASIUN KLIMATOLOGI KELAS 1 PALEMBANGid
File Attachment
  • ANALISIS SENTIMEN ULASAN PENGGUNA APLIKASI INFO BMKG DENGAN METODE SUPPORT VECTOR MACHINE
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