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Journal : Bulletin of Electrical Engineering and Informatics

Enhance sentiment analysis in big data tourism using hybrid lexicon and active learning support vector machine Saraswati, Ni Wayan Sumartini; Ketut Gede Darma Putra, I; Sudarma, Made; Made Sukarsa, I
Bulletin of Electrical Engineering and Informatics Vol 13, No 5: October 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i5.7807

Abstract

Sentiment analysis is a review analysis process used to determine whether an opinion is neutral, negative, or positive. Sentiment analysis can be done using lexicon-based or machine learning-based approaches. Lexicon can perform sentiment analysis without training data because it is dictionary-based but performs worse than machine learning. Machine learning can perform well in completing sentiment analysis but requires training data so that the model does not experience underfitting. In the case of sentiment analysis on big data, manual labeling of training data is an inefficient job. Support vector machine (SVM) has the opportunity to be used together with the active learning (AL) method to make small training data but still have good performance. This research proposed a hybrid lexicon and AL-SVM method to complete sentiment analysis on big data tourism. This research used polarity from the valence aware dictionary and sentiment reasoner (VADER) lexicon as a reference for the query by user process from the AL-SVM to automate the sentiment analysis process on big data. The experimental results showed that using the hybrid lexicon and AL-SVM increased the sentiment analysis performance compared to the VADER lexicon, SVM, and lexicon SVM, which run separately.
Co-Authors -, rosidi . Rosidi Agus Aan Jiwa Permana Ahmad Sulton Aji Dedi Mulawarman Akhmad Thoha Akhmad Thoha Ali Djamhuri Alrasyid, Roby Amirul Anak Agung Gede Sugianthara Anak Agung Istri Pradnyarani Dewi Anak Agung Kompiang Oka Sudana Ariawan Ariawan Arif, Ariobimo Arifin Sabeni Artawan, Komang Nova Arya Ramadhan, Fauzul Astriyana Putri, Wahyu Astutik, Dian Atim Djazuli Aulia Fuad Rahman Aulia Rahma Yani Aulia, Faraz Muhammad Ayu Dwi Giriantari , Ida Bambang Purnomosidhi Bambang Purnomosidhi Bambang Subroto Bayu Tri Mukti Mukti Brahmananda, A.A. Ngurah Agung Satria Budi Dharma Prabhawa, I Dewa Gede Darmawan, I Gede Hadi Darmayasa, Ngakan Nyoman Dea Novim Kartikasari Desak Ketut Sintaasih Dewa Made Wiharta Dewi, Anak Agung Istri Pradnyarani Dima Nurfitri Apriani Djumahir - Djumahir Djumahir Djumahir Djumahir Djumilah Zain Djumilah Zain Duman Care Khrisne Dyatri Utami Arina Absari Eka Afnan Troena Eko Ganis Sukoharsono Eko Purwanto Eliwa, Yasser Endang Mardiati Erfan Muhammad, Erfan Eria Latifalia Erzha Erwi ani Erwin Saraswati Faridzky, Fadel Fibriyani Nur Khairin Ghozali Maski Grahita Chandrarin Gugus Irianto I Gede Riana I Gede Totok Suryawan I Gede Yudi Primanta I Ketut Gede Darma Putra I ketut Gede Darma Putra I Made Arsa Suyadnya I Made Oka Widyantara I Made Sukarsa I Nyoman Darmayasa I Nyoman Gunantara I Putu Agus Eka Darma Udayana, I Putu Agus Eka I Putu Gede Adiatmika I Wayan Shandyasa I Wayan Sutama I Wayan Wirata Ida Ayu Dwi Giriantari Ida Bagus A. Swamardika Iwan Triyuwono Jaya, Sandy Mahendra Jayantari, Made Widya Jo, Minho Juli Sulaksono Kardiyasa, Komang Agus Putra Karina Astria Pardede Kartika Putri Kumalasari Kartika Putri Kumalasari Ketut Gede Darma Putra, I Komang Ayu Triana Indah Kusuma Ratnawati Lestari, Ni Putu Nila Lilik Purwanti Lituhayu Van Tama, Steffi Londong Allo, Michael Tanduk Langi Lukito Fauji M Achsin M. Ali Fikri M.S. Idrus M.S. Idrus Mahaputra, IGAM Yoga Maharani, I Gusti Ayu Angelica Tara Phoebe Manuaba, Ida Bagus Gede Maria Yanida Maria Yanida Martadinata, Sudrajat Minho Jo Mirna Amirya Moh. Hidayat Koniyo Muhammad Fuad Muhammad Yusda Asmorokondi Muzhaffar, Raihan Faishal Ni Wayan Sri Ariyani Nila Trisna Syanthi Nilasari, Ni Ketut Novia Noval Adib Nujmatul Laily Nunut Asihanna, Ester Palaguna, I Nyoman Terang Trimakna Panangian, Arden Ashido Gabe Pancawati, Ni Luh Putu Anom Pangestu, Suciati Hanung Pawana P., I Gusti Ngurah Agung Pinandhito, Samuel Hamonangan Prabawa, I Nyoman Angga Prahayuningtyas, Dita Rizky Premana Putra, I Gede Bagus Prima Wulandari, Putu Purnawan, I Putu Abdi Putra Sentana, Kadek Wibawa Putra, I Wayan Sri Atma Putri Harziani Putri, Ayu Kemala Putu Prima Wulandari Rahayu Indriasari Rahayu, Ni Luh Widi Rahmat Zuhdi Rinaldi Yonnia Firmansyah Roekhudin, Roekhudin Rosidi Rosidi Rukmi Sari Hartati Saraswati, Ni Wayan Sumartini Satria Paramartha, Putu Bagus Sindu, I Gede Partha Siregar, Mercy Irene Christine Solimun - Somiartha, Putu Sri Muljaningsih Stefanus Dwiputra, SE Stefanus SE Dwiputra Steffi Lituhayu Van Tama Sujono - Sukendri, Nengah Surachman . Surachman . Surmayanti, Reni Susanto, Dwi Setiawan Sutrisno - Swarmardika , Ida Bagus Alit Swarmardika Tama, Steffi Lituhayu Van Tona Aurora Lubis Trismia Indriyani, Ni Putu Triwayuni, I Gusti Ayu Ubud Salim Ubud Salim Umar Nimran Unti Ludigdo Unti Ludigdo Wicaksana, Putu Aryasuta Widari, Ni Nyoman Satya Wijaya Kusuma Yasa, Kadek Wijaya, I Gusti Kade Harta Kesuma Wijayakusuma, I Gusti Ngurah Lanang Wiradharma, Gde Wisnu Wuryan Andayani Yeney Widia P Yeney Widya Prihatiningtias Yogiswara, Yoni Yohanis Rura Yohanis Rura Yudhistira Bayu Perkasa Yuliansyah, Alfian Fahrul Zaki Baridwan Zefanya Nadya Putri