IDEAS home Printed from https://ideas.repec.org/a/tec/techni/v16y2023i1p243-249.html
   My bibliography  Save this article

Sentiment Analysis of Madura Tourism Opinion Using Support Vector Machine (SVM)

Author

Listed:
  • Doni Abdul Fatah

Abstract

Madura is one of the most popular tourist destinations in Indonesia. It offers a variety of interesting attractions such as beaches, islands and a unique traditional culture. However, like other tourist destinations, Madura tourism also receives different opinions from the community. Some public opinions can be in the form of positive, negative and neutral feelings towards Madura tourism. To find out the public opinion, it is necessary to conduct sentiment analysis using the Support Vector Machine (SVM) method. In this analysis, data was collected from various social media platforms discussing Madura tourism. Reviews from the community are divided into three categories into positive, negative, neutral, which are processed by the SVM method. The purpose of using the Support Vector Machine method for sentiment analysis of public opinion about Madura tourism where the results can be analysed to provide recommendations for improvements to Madura tourism that are useful for improving the quality of Madura tourism based on public sentiment. From the test results carried out using K = 5 fold cross validation, positive sentiment is obtained from as many as 192 tweets and an accuracy of 92.592% using Confusion Matrix.

Suggested Citation

  • Doni Abdul Fatah, 2023. "Sentiment Analysis of Madura Tourism Opinion Using Support Vector Machine (SVM)," Technium, Technium Science, vol. 16(1), pages 243-249.
  • Handle: RePEc:tec:techni:v:16:y:2023:i:1:p:243-249
    DOI: 10.47577/technium.v16i.9988
    as

    Download full text from publisher

    File URL: https://techniumscience.com/index.php/technium/article/view/9988/3798
    Download Restriction: no

    File URL: https://techniumscience.com/index.php/technium/article/view/9988
    Download Restriction: no

    File URL: https://libkey.io/10.47577/technium.v16i.9988?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    More about this item

    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
    • Z0 - Other Special Topics - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:tec:techni:v:16:y:2023:i:1:p:243-249. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Ana Maria Golita (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.