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Nur Inayah
Lampung University
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Journal : Journal of Applied Data Sciences

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Active learning on Indonesian Twitter sentiment analysis using uncertainty sampling Liebenlito, Muhaza; Inayah, Nur; Choerunnisa, Esti; Sutanto, Taufik Edy; Inna, Suma
Journal of Applied Data Sciences Vol 5, No 1: JANUARY 2024
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v5i1.144

Abstract

Nowadays, sentiment analysis research in social media is rapidly developing. Sentiment analysis typically falls under supervised learning, which requires annotating data. However, the annotation process for sentiment analysis tasks is notoriously time-consuming. Fortunately, an effective strategy to overcome this challenge has emerged, known as active learning. Active learning involves labeling only a small subset of the dataset, leaving the rest for annotation through sampling strategies. This study focuses on comparing two active learning strategies: random sampling and boundary sampling. These strategies are applied to machine learning models such as logistic regression and random forests. In addition, we present an evaluation of the model performance and data savings achieved by implementing these strategies in the context of traditional machine learning for sentiment analysis on Twitter. The dataset considered consists of two labels: positive and negative sentiments. The results of our investigation show that active learning can significantly reduce the amount of training data required, saving up to 65% of the total training data required to achieve peak model accuracy. The most successful model identified uses a random forest with a margin sampling strategy, yielding an accuracy of 81.12% and an F1 score of 88.60%. This research highlights the effectiveness of active learning strategies in sentiment analysis, demonstrating their potential to improve model performance and resource efficiency. The results underscore the viability of employing active learning methods, particularly the combination of random forest models with margin sampling, for more efficient sentiment analysis in social media.
Co-Authors A, Marya Abidin, Saenal abu, ilham Adnan Adnan Adzim, Syahrun Afit Kurniawan Agustien Lilawati Ahmadong, Ahmadong Al Umairi, Mush'ab Alifiansyah, Fikri Alwi Alwi Amiruddin Amiruddin Amiruddin Anas Qolbu, Adinda Andrew Fiade Andriani, Desi Fatimah Andriani, Puspa Sari Anggraini, Dita Ardiansyah, Rama Arif Budiman Arraswita, Nailah Arumdani, Salsabila Asyurah Khas, Suci Aulinnia, Via Azhari, Nadia Devisa Bambang Purwanto Budi Utomo Choerunnisa, Esti Cholisa Rosanti Dermawan, Zikri Setia Dewi Dewi Diani Ayu Pratiwi Dwi Arsita Mursalim, Dwi Arsita Mursalim Elfrida Ratnawati Endry Fatimaningsih Fadillah, Muhammad Febry Fahira, Ainun Firmah, Andi Firmansyah Firmansyah Firmansyah, Nur Putriani Fitriahadi, Enny Hajrah Hajrah, Hajrah Hargiani, Fransisca Xaveria Hifdil Islam, Muhammad Hildawati Almah Huda, Nabila Ibrahim, Firmansyah Ikbal Inna, Suma Karlina, Dety Amelia Kustiana Arisanti Lailia Maghfiroh, Ummi Laksmi Ernawati, Ni Made Latif, Fatmawati Lestari, Evi Maulidia Lindhemutianingrum Siradje, Andi Mappatunru , Sakkirang Marwah Marwah Marya A, Marya A Masyithoh, Soffi Nur Mayasari, Andi Meliala, Alvina R. Muchriana Muchran Muh. Rizal MUHAMMAD HASBI Muhammad Kafrawi Muhammad Manaqib, Muhammad Muhaza Liebenlito Munawir, Ahmad Musti, M. Irvan Septiar Mutmainna Nina Fitriyati Novianti, Anggi Nur Hikmah Nurdinah Hanifah Nurfadilah Nurhayadi Nurhidayanti Rachman Saleh Rahmadani, Nurul Syafa Rahman Ramadhani, Devina Aulia Ratno Agriyanto Razak, Yusuf Razaq, Yusuf Reza Maulana Reza, Reza RIRIN INDRAWATI Riska Amalia Rita Rita, Rita Rizka Safitri, Rizka Rizkiani, Firliah Safitri, Mutiara Saleh, Rachman Salsabila, Rani Sari, Flori Ratna Sari, Yuni Artika Saskirana Satila, Hanna Trusty Satriani Satriani Satriani Septiar, M. Irvan Siti Maemunah Slamet Ifandi, Slamet Sofarida, Wiwin Sutanto, Taufik Edy Syafira, Nida Tang, Muhammad Touku Umar Tridiyawati, Feva Ulfah, Yeniati Warno, W Wayan Wangiyana Widistari, Sri Wijaya, Madona Yunita Yuli Puji Astutik, Yuli Yupinto, Ikhwal Zakariah, Miftahul Hidayah