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Journal : Journal of Applied Data Sciences

Improved Performance of Hybrid GRU-BiLSTM for Detection Emotion on Twitter Dataset Anam, M. Khairul; Munawir, Munawir; Efrizoni, Lusiana; Fadillah, Nurul; Agustin, Wirta; Syahputra, Irwanda; Lestari, Tri Putri; Firdaus, Muhammad Bambang; Lathifah, Lathifah; Sari, Atalya Kurnia
Journal of Applied Data Sciences Vol 6, No 1: JANUARY 2025
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v6i1.459

Abstract

This study addresses emotion detection challenges in tweets, focusing on contextual understanding and class imbalance. A novel hybrid deep learning architecture combining GRU-BiLSTM with SMOTE is proposed to enhance classification performance on an Israel-Palestine conflict dataset. The dataset contains 40,000 tweets labeled with six emotions: anger, disgust, fear, joy, sadness, and surprise. SMOTE effectively balances the dataset, improving model fairness in detecting minority classes. Experimental results show that the GRU-BiLSTM hybrid with an 80:20 data split achieves the highest accuracy of 89%, surpassing BiLSTM alone, which obtained 88%, and other state-of-the-art models. Notably, the proposed model delivers significant improvement in detecting the emotion of joy (recall: 0.87, F1-score: 0.86). In contrast, the surprise category remains challenging (recall: 0.24). Compared to existing research, this study highlights the effectiveness of combining SMOTE and hybrid GRU-BiLSTM, outperforming models such as CNN, GRU, and LSTM on similar datasets. The incorporation of GloVe embeddings enhances contextual word representations, enabling nuanced emotion detection even in sarcastic or ambiguous texts. The novelty lies in addressing class imbalance systematically with SMOTE and leveraging GRU-BiLSTM's complementary strengths, yielding superior performance metrics. This approach contributes to advancing emotion detection tasks, especially in conflict-related social media data, by offering a robust, context-sensitive, and balanced classification method.
Co-Authors A. Suhandi AA Sudharmawan, AA Abdullahr, T. Rafli Ade Putri, Mutia Agus Hermanto Agustin Indrawati Aini Sudirman, Nurul Ainul Yaqin Akram, Rizallul Akram, Rizalul Alber, Alber Alditia, Lalu Muhammad Alexandra, Francisca Diana Alfiandra Alfiandra, Alfiandra Alfitriyani, Nuri Anam, M Khairul Andri Putri, Bella Sari Andriani, Nining Anggraeni, Ica Winanda Anggraini, Selfi Dwi Anggyasti, Anggyasti Anindya Putri Aprianti Sagala, Putri Apriyanti, Ranti Arfah, Sarwan Arfah, Sitti Rahmawati Arie Rakhmat Riyadi arif, zainal - Arum, Diah Sekar Asmara Gulo, White Asri Melani, Firna Astuti, Mita Awaluddin Awaluddin Azahra, Bella Azis, Arunita Afria Azrial, M Fauzan Azwa, Nurul Azzahra, Mahadewi Bangkit Indarmawan Nugroho Bazlina, Amelia Atika Bhanuawati, Anabella Brutu, Sabilla Meliani Budi Setiawati Cahya Bening, Vannesa Camellia Camellia, Camellia Chryostomos Hendro Yuwono, Yohanes Dalimunthe, Mahdini Damanik, Muhd. Hayyanul Daulay, Fitri Ana Daulay, Rahmadhani Fadhlina Defriani Dessy Seri Wahyuni Dewi Lestari Dewi, Yona Fransiska Dinarto, Muhammad Fardhan Dzuwelda, Muthia Effendi, T. Rahmad Efrizoni, Lusiana Eka Prasetya, Erlangga Eka Yusnaldi Elizabeth Tinambunan, Sondang Fadhilla, Cut Alna Fadlilah, Ulfi Nurul Fandi, Eka Wahyu Fatikhah, Nur Fatkhurrohman Fatkhurrohman, Fatkhurrohman Fatmalia, Anggun Fauzi, Unang Fauzian, Salma Fina Aryani, Fina Firda, Nur Anisa Firdaus, Muhammad Bambang Firdyanti , Neny Hailiyah, Ida Haitul Haiyul Fadhli Hamka Lubis, Rusdi Hanis, Muhsin Harahap, Azmi Oktari Hasan Hasan Hendra Kurniawan Heni Pujiastuti Heri Kiswanto Hikmatuljannah, Suci Husnawati Husnawati Hutamadi, Muhammad Harman I Gede Mahendra Darmawiguna Ibrahim Abbas, Ibrahim Ihsan, Ahmad Ikhtivaya, Sri Imanuddin Imanuddin, Imanuddin Indah Reteh, Nurhaliza Indradewa, Rhian Ingelia, Ingelia Inten Risna Iriani, Revy Irwanda Syahputra Jeremias, Ivan Kartini Kartini Kemal, Muhammad Khairani, Yesa Dwi Khairi, Nur Khairul Muttaqin, Khairul Khairullah, Muhammad Nuryamin Akbar Khoirunnisa, Ardina Kurnia, Eni Kurnisar Kurnisar Lathifah, Lathifah Lilies Setiartiti, Lilies Lina wati Liza Fitria, Liza Lubis, Ramadan Maharani, Jeni Manjuntak, Miftah Hayati Marwati Marwati Maulida, Juliana Meiry Fadilah Noor Miftahir Rizqa Muhammad Alditia, Lalu MUHAMMAD HASBI Muhammad Isa Muhammad Ridhwan Muhammad Yusuf Ibrahim Mukhlis, Muhammad Muliyah, Evi Munawir Munawir Munawir Muzakkir, Taufik N. Nazaruddin Naldi, Jefri Nanda, Novianda Nanda Nasruddin Nasruddin Nasrullah , Muhammad Hafidh Nasution, Nurul Fadilah Neni Frimayanti Ningsih, Rika Ningsih, Yozi Fiedya Nisti, Dea Novia Gesriantuti Ntoma, Vanesha Naifah Nur Aynun Siregar Nur Azisah, Syahyani Nur, Maulida Nurhasanah, Afifah Nurkholidha, Poppy Nuroh, Kis’atin Nurul Utami Nurwahyuni Okta Alfiana, Aini Oktavianti, Oppyta Pane, Fizri Aspika Putri pebri, nemisius Pramanda, Ryan Priatna, Rusdiana Pungki, Anjela Putri, Lia Anita Putri, Zahra Alfina Rachmaniyah, Fatichatur Rahmadi, Ihsan Rahmayani, Mentari Tri Indah Ramadan, Bayu Rangkuti, Khairina Habib Rangkuti, Luthfiyah Hayati Ricardo, Nadira Atiqah Ridwan, Risvina Rika Wulandari Rita Susanti Ruska, Shinta Liana Rusman Rusman Rusyda , Nanda Sabardi, Wiky Safa, Davina Safaat Aeni, Ira Safitri, Dila Safurida, Safurida Sambas Basuni Sanuri Sapri Sari, Atalya Kurnia Sari, Fita Velina Sari, Rinita Satifa, Siti Annisa Satriyo Satriyo Shidqia, Dzu Dilla Siagian, Amalia Alfina Br Siagian, Nur Nani Siregar, Lisa Andriyani Siswanto, Lindung Sitanggang, Sarah Dianora Siti Helmyati Sitompul, Buti Sarma Sri Wahyuni Sudirman, Nurul Aini Suharli, Suharli Suheri, Suheri - Sulaiman Zhiddiq, Sulaiman Suryanto, Tommi Susheillawati, Tengku Syahri, Alvi Syamsiar, Syamsiar Tisnawati, Tri Endang Tri Putri Lestari, Tri Putri Triana Putri, Windhary Trisnawati, Tri Endang triwahyuni, annisa Tutut Sunarminto Velayati, Risqika Aqla Wahyudin, Din wahyuni, islah Wirta Agustin Yasmin, Amirah Yeeri Badrun Yenri, Hamdika Yolanda Yolanda, Yolanda Yulastri, Resti Yuli Rohmiyati Yuniarto, wendi Yusriah, Atma Yuwono Tharam , Medi Zuhro’ Fitriana, Ani Qotuz