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Journal : Journal of Soft Computing Exploration

Sentiment based-emotion classification using bidirectional long short term-memory (Bi-LSTM) Utami, Putri; Ningsih, Maylinna Rahayu; Pertiwi, Dwika Ananda Agustina; Unjung, Jumanto
Journal of Soft Computing Exploration Vol. 5 No. 3 (2024): September 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i3.461

Abstract

Social media is now an important platform for sharing information, expressing opinions, and daily feelings or emotions. The expression of emotions such as anger, sadness, fear, happiness, disappointment, and so on social networks can be further analyzed either for business purposes or just analyzing the habits of a community or someone's posts.  However, analyzing manually will be a time-consuming process, and the use of conventional methods can affect the results of less accurate accuracy. This research aims to improve the accuracy of recognizing emotions in text by using the Bidirectional Long Short Term Memory (Bi-LSTM) method, which is a subset of RNNs that tend to be more stable during training and show better performance on various NLP and other processing tasks. The method used includes several stages, namely preprocessing, tokenization, sequence padding, and modeling. The results of this study show that the Bi-LSTM model is capable of predicting emotions in text with an accuracy of 94.45% because it excels in handling the temporal context and can avoid vanishing gradients.
Co-Authors Aditya Wicaksono Agus Oman Sudrajat Akhiroh, Puji Al Qohar, Bagus Alfindo, Nico Dian Ali Mustadi Ambarwati, Dyah Amelia Putri, Winda Amelia Rika Anah, Sri Ananto Aji, Ananto Andi Asrina Anwar, Muh Apik Budi Santoso Ardilla, Yohana Nanita Nansy Aripa Hasanah , Nur Armawan, Ladyka Viola Asrul Abdullah atim rinawati Aulia Puspita Anugra Yekti Aulia Putri, Devita Aulia, Usna Aurilia Viona, Tiara Bayu , Silvana Budi Hartono Caska - Chotimah, Indira Christina Ismaniati Christy Efiyanti Cicih Ratnasih, Cicih Denny Nurdiansyah Dewi, Trisni Dinamella Wahjuningrum Dullah, Ahmad Ubai Eka Kusumastuti, Anie Eka Yusnaldi Ekawati Ekawati Eko Nugroho Endah Dewi Purnamasari Endang Silaningsih Fadillah Fadillah Fatmah Afrianty Gobel Fatria Harwanto Febrianto, Nanang Hamzah Hasyim Hermanto Hilda Zulkifli Ida Wahyuni Idris, Fairus Prihatin Iis Diatin Imam Subarkah Imas Maesaroh Irmanida Batubara irviana, ira Irzal Effendi Ismail Hasan, Ismail Istiqomah Nur Rahmawati Juhadi Juhadi Jumanto Unjung Jundi, Muhamad Kartini, Alif Yuanita Khairani, Aulia Kurniawan, Egy Kusrianty, Nelly Kusumawati, Tri Indah Lewinsca, Maurend Yayank Marcela, Raya Maryanto Masriana Masriana, Masriana Maulidnawati, Abrina Mia Setiawati Much Aziz Muslim Muhammad Ali, Hendry Muhammad Helmi Muhammad Kaulan Karima Muharramah, Disa Hijratul Muhyidin Muji Burrohman Mujihari, Mujihari Munawaroh, Fauziyatul Mursal Aziz Murti, Wahyu Muslima, Patriotika Nadia Ramli, Nurul Ningsih, Maylinna Rahayu Nita Yunianti Ratnasari Novalinda, Novalinda Novitasari, Prihatini Dini Novitrie, Ayu Nurlinda, SE., MM, R.A Nurlizawati Nurul Hasanah Nurul Isnaini Octaviany, Efi Pertiwi, Dwika Ananda Agustina Pinandita, Egi Pur Prameswari, Ayu Priyo Sugeng Winarto Puji Hastuti, Yuni Puspita Anugra Yekti, Aulia Qohar, Bagus Al Rahmadani, Aulia Rahmaddeni Rahmaddeni Rambe, Riris Nurkholidah Restu Restu Risli , Andrea Risma Handayani Ritonga, Yunizar Rizki Amalia Rizki Wandini, Rora Sahid Agustian Hudjimartsu Sahiman, Kunta Adnan Salbila, Isal Saputra, Yoerdy Agusmal Sibarani, Benly Levi Andreas Sinaga, Leonardo SITI FATIMAH Siti Khodijah Parinduri Sri Nuryati Sucipto Sukmawati Sukmawati Sumiaty Sumiaty Supriadi Supriadi Suprida, Suprida Susi Handayani Suyono Suyono Syah, Habib Asshidiq Syamsi, Afduha Nurus Tanga , Yulizchia Malica Pinkan Tatag Budiardi umi arifah Utami*, Rahayu Dwi Vidya Vitta Adhivinna, Vidya Vitta Viona, Tiara Aurilia Wahjuningsih , Sri Widya Ningsih, Mutiara Wira Wibawa, Herry Y. Hadiroseyani Yonvitner - Yunola, Satra Yusriani, Yusriani