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falentino sembiring
Nusa Putra University
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Journal : Jurnal Teknik Informatika (JUTIF)

 1 
ANALYSIS OF SENTIMENT OF INDONESIAN COMMUNITY ON METAVERSE USING SUPPORT VECTOR MACHINE ALGORITHM Siti Sumayah; Falentino Sembiring; Wisuda Jatmiko
Jurnal Teknik Informatika (Jutif) Vol. 4 No. 1 (2023): JUTIF Volume 4, Number 1, February 2023
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2023.4.1.417

Abstract

Metaverse was widely discussed right on October 28, 2021, when Mark Zuckerberg announced the company name change from Facebook to Meta. Regarding the sophisticated Metaverse concept, it is possible to make the pros and cons between the Indonesian people. This information is widely distributed in various media crews, one of which is Twitter social media. Tweets from social media can be used to obtain data and information as material for research on sentiment analysis. This study aims to determine the response of the Indonesian people to the Metaverse. Material data was obtained from Twitter tweets with keywords or Metaverse queries. Research conducted by the Support Vector Machine Algorithm in research with TF-IDF word weighting, the tests carried out with the results of the class division of positive sentiment 70.69%, neutral 15.85%, negative 13.46% will produce values ​​of accuracy, precision, recall, and f1-score. They use various data, namely, 90% training data and 10% test data. The result is high accuracy in testing many data, 2504 data, and the accuracy value is 81%, with an average value of 79% precision, 63% recall, and 57% f1-score.
Co-Authors adang badru jaman,anggun fergina, adang badru jaman,anggun fergina Adhitia Erfina Adithia Erfina Afriansah, Ari Ahmadi, Muhammad Iqbal Alun Sujjada Alyanissa Putri Iskandar Ana Khusnul Khotimah Anak Agung Gede Sugianthara Anti Aprianti Anton Perman Arif Saripudin Arny Lattu Astrina Natalia Sihite Ati Sulastri Atto Mustopa Aura Rahman Ayuningsih, Rieska Rahayu Carti Irawan Dea Destika Dea Siti Rahima Juliansa Dede Sukmawan Dery Ahmad Kamalino Destria Ariani, Nunik Dian Permata Sari Dian Permata Sari Dian Permata Sari Dudih Gustian Dwi Putri Sulisdianto Edhy Mirwandhono Enggar Irawan Erfina, Aditya Erip Suratno Fahmi rosyadi, Muhammad Fauziani Tanzil Febia Nurfitriani Febriansyah Febriansyah Hamdan Hihin Nurhayati Ibnu Ngatoilah Intan Min Warokil Janah IVANA LUCIA KHARISMA Juhdi Rosadi Juhdi Rosadi Kamila Aprilia Karim, Khobir Abdul Kurniawan Lutfia Salim Mayang Gunawan Mega Lumbia Sinaga Meutia Riany Mila Kartika Mohamad Tegar Fauzi Mohammad Daniel Gumilar Muchtar Jamy F Muhammad Ikhsan Thohir Muhammad Iqbal J Muhammad Iqbal Jauharuzzaman Muhammad Renaldi A Muhammad Wildan Goni Mukti Ginanjar Murweni, Ira Muslih, Muhamad Nieka Julyana Nunik Destria Nunik Destria Arianti Nur Hidayah K. Fadhilah Nurfitriani, Febia Nurhafida, Selva Indah Octaviana Octaviana Punggarawati, Nika Purnamasari, P Putri Ulil Fatma Aulia Rahma, Fanny Rahmat Hidayat Ramli, Azizul Azhar raras Rehaeni Atipah Rida Ista Stepu Rifal Nurjamil Riswandi, Wildan Rosalinda Hakim Sabrina Sabrina Fauziah Saepudin, Sudin Salsa Lisna Audina Salwa Sherenian Sastradiparaja, Cecep Kurnia Sastradipraja, C K sendi indra Sihabudin Sihabudin, Sihabudin Siti Khalifah Siti Nurjanah Siti Sarah Sobariah Lestari Siti Sumayah Solihin, Hanhan Hanfiah Supangat Suwanto, Aat Syifaul Fuada Vemi Januarita Putri Wafa Nur’aeni Wahyu Irwan Putra Warman Warman Widiastuti Angraini Widya, Sagita Wisuda Jatmiko Wulan Alinda Wahyuni Yanti Jentiner Yayatillah Rubiati Yesi Yoga Vikriansyah Yopi Setiawan Zalukhu, Sukmardin