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Permatasari, Reisa
Universitas Pembangunan Nasional Veteran Jawa Timur
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Journal : coreid journal

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Sentiment Analysis on Twitter Social Media Regarding Depression Disorder Using the Naive Bayes Method Lavenia, Nur Lickha; Permatasari, Reisa
CoreID Journal Vol. 1 No. 2 (2023): July 2023
Publisher : CV. Generasi Intelektual Digital

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.60005/coreid.v1i2.14

Abstract

Depression disorder is a serious issue in mental health that affects many individuals worldwide. This research analyzes the sentiments related to depression disorder on Twitter using the Naïve Bayes method. Depression-related tweet data was collected through snscrape and processed to eliminate irrelevant information. Three Naïve Bayes methods, namely Multinomial, Gaussian, and Bernoulli, were compared to classify positive, negative, or neutral sentiments in each tweet. The results of the study indicate that Multinomial Naïve Bayes exhibited the best performance with an accuracy rate of 90.13%, followed by Gaussian Naïve Bayes (88.38%), and Bernoulli Naïve Bayes (85.37%).
Co-Authors Abdul Rezha Efrat Najaf Abdul Rezha Efrat Najaf Abdul Rezha Efrat Najaf Agung Brastama Putra Al-Ghiffari, Syafiq Amalia Anjani Arifiyanti Andhika Rizky Aulia Anindo Saka Fitri Anindo Saka Fitri, Anindo Saka Fitri Aqsa Arumdapta, Gemintang Arrasyid, Nizar Maulana Aryo Sulistiono, Wisnu Aulia Putri Fajar Aviolla Terza Damaliana Ayu Lintang Pratiwi Ayu Pangestuti, Roro Azis Suroni Bahri, Elsa Maya Bonda Sisephaputra Bonda Sisephaputra Bonda Sisephaputra Daniar, Ivan Faiz Dea Ananda Refiza Rahma Dhava Gilang Ramadhan Dhian Satria Kartika Yudha Dhian Satria Yudha Kartika Dimas Fajri Pamungkas Dwi Shahita Efrat Abdul Rezha Najaf Fathan Orvala Fathur Rahmansyah Maulana Muhammad Fatzali, Abrila Febriany, Asri Kinanti Fitri Ana Wati, Seftin Ghea Sekar Palupi Glenn Aurora Arapenta Surbakti Gosal, Andika Hakim, Alif Nur Rahman Hanifa, Fatya Hilman Habib Habibi, Muhammad Ivan Faiz Daniar Izra Noor Zahara Aliya Jannah Arum Kemangi, Anisya Khanza Afiatul Kesya Sakha Nesya Arimawan Lavenia, Nur Lickha Manti, Rival Septian Jeflin Margono, Ferdi Puguh Marsyanda Firlyandita Mochamad Suhri Ainur Rifky Muhammad Daffa Muhammad Muharrom Al Haromainy najoan rizki Nur Aini Rakhmawati Perdana, Firman PUSPITASARI, DIANITA Putra, Muhammad Ardiansyah Eka Putrawanto, Daris Irfan Rahmat Nugroho Saputra Ratih Aisyah Rizka Hadiwiyanti RIZKY ALAMSYAH BIMANTARA Rizky Nugraha Ronggo Alit Ronggo Alit Safitri, Eristya Maya Sakti, Ciptagusti Sila Seftin Fitri Ana Wati Sembilu, Nambi Shafira, Putri Dian Sila Sakti, Ciptagusti Trinanda, Fiqi Akbar Wahyuni, Eka Dyar Wati, Seftin Fitri Ana Wibisono, Mahendra Priyo Wibowo, Nur Cahyo Yovan Febriawan Nurpratama Yuniar, Sella