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Image of ANALISIS SENTIMEN TWEET PIALA DUNIA U-20 MENGGUNAKAN METODE LONG SHORT TERM MEMORY.

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ANALISIS SENTIMEN TWEET PIALA DUNIA U-20 MENGGUNAKAN METODE LONG SHORT TERM MEMORY.

Hanivansyah, Radivan Rahmatika - Personal Name;

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Penilaian anda saat ini :  

Sentiment analysis is the process of analyzing opinions, sentiments, and so on. The purpose of sentiment analysis is to collect polarity in sentences. What is analyzed are reviews/opinions that are often found on social media, blogs, and many more. One of the most frequently used social media is Twitter. Twitter has many features such as being able to create tweets. Tweets made by users are usually in the form of opinions, or comments that are positive, neutral, or negative. In this study, sentiment analysis was carried out on twitter. The dataset used is a collection of tweets that have positive and negative sentiment labels. The method used is Long short-term memory (LSTM). The testing data format in this research uses confusion matrix in the form of accuracy, precision, recall, and F-1 Score. The results of this study show that the LSTM configuration with a dropout of 0.5 and a learning rate of 0.0001 produces good training and testing results with an Accuracy value of 82.6%, Precision value of 85.7%, Recall value of 80.1%, and F-1 Score value of 82.8%.


Availability
Inventory Code Barcode Call Number Location Status
2307006415T130926T1309262023Central Library (Referens)Available
Detail Information
Series Title
-
Call Number
T1309262023
Publisher
Indralaya : Prodi Teknik Informatika, Fakultas Ilmu Komputer Universitas Sriwijaya., 2023
Collation
xiv, 84 hlm.; ilus.; 29 cm
Language
Indonesia
ISBN/ISSN
-
Classification
004.07
Content Type
Text
Media Type
unmediated
Carrier Type
-
Edition
-
Subject(s)
Prodi Teknik Informatika
Pemrosesan Data Elektronik
Specific Detail Info
-
Statement of Responsibility
MURZ
Other version/related

No other version available

File Attachment
  • ANALISIS SENTIMEN TWEET PIALA DUNIA U-20 MENGGUNAKAN METODE LONG SHORT TERM MEMORY.
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