Application of Support Vector Machine and Naive Bayes Method to Analyze Mobile Banking User Behavior Through social media Twitter.
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Abstract
The purpose of this research is to use Naive Bayes and Support Vector Machines (SVM) to determine sentiment analysis on social media related mobile banking. The author used a quantitative technique in this study. Data crawling and a review of the literature were two of the methods used in the collection process. Author using SEMMA technique. The process of defining and articulating the problem leads to this research phase. RapidMiner software is used in this study at every step of the data processing process while using the SEMMA approach. 580 positive and 650 negative feelings were produced by the Naïve Bayes classification approach, whereas 720 positive and 410 negative sentiments were produced by the Support Vector Machine (SVM) classification method. The Naïve Bayes approach yields 90% accuracy with a 1% margin of error, 91% precision for positive predictions, 89% precision for negative predictions, 90% recall for positive data, and 90% recall for negative data. An accuracy value of 89% with a margin of error of 3%, positive predictive precision of 67%, negative predictive precision of 99%, positive data recall of 95%, and negative data recall of 88% are obtained by the Support Vector Machine (SVM) approach. The data used is from the Naïve Bayes approach since it has a higher accuracy value of 90% than the Support Vector Machine (SVM) method, based on the accuracy, precision, and recall values of the two classification methods. Social media users tend to have more positive perceptions regarding mobile banking since positive sentiment outweighs negative sentiment.
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References
[2] Pramudito, D. K., Arijanti, S., Akbar, Z., Haribowo, R., & Diawati, P. (2023). The Application of Developed Delone & McLean Method to Analyze The Success and Effectiveness of Alfagift Application Among Big Cities’ Users in Indonesia. Jurnal Informasi Dan Teknologi, 5(4), 111-117. https://doi.org/10.60083/jidt.v5i4.424
[3] Gunawan, B., Pratiwi, H. S., & Pratama, E. E, “Sentiment Analysis System for Product Reviews Using the Naive Bayes Method,” Jurnal Edukasi Dan Penelitian Informatika (JEPIN), vol. 4, no, 2, pp. 113, 2018. https://doi.org/10.26418/jp.v4i2.27526
[4] Pramudito, D. K., Ahmad, N., Suwanda, R., Zakaria, M., & Judijanto, L. (2023). "Designing an E-Recruitment Information System Using Simple Additive Weighting Method for Employee Recruitment in Banking Industry". Jurnal Informasi Dan Teknologi, 5(4), 19-25. https://doi.org/10.60083/jidt.v5i4.411
[5] Iqbal, J., Heriyani, H., & Urrahmah, I, “The Influence of Convenience and Availability of Features on the Use of Mobile Banking,” Global Financial Accounting Journal, vol. 5, no. 2, pp. 25, 2021. https://doi.org/10.37253/gfa.v5i2.6001
[6] Turyadi, I., Zulkifli, Z., Tawil, M. R., Ali, H., & Sadikin, A. (2023). The Role Of Digital Leadership In Organizations To Improve Employee Performance And Business Success. Jurnal Ekonomi, 12(02), 1671-1677.
[7] Suriadi, S., Rafid, M., Zulkifli, Z., Abdurohim, A., & Damirah, D. (2023). The Influence of Organizational Culture, Work Environment and Work Discipline on Job Satisfaction of Teachers at Boarding School. Journal on Education, 5(4), 14777-14781.
[8] Aziz, F., Mayasari, N., Sabhan, S., Zulkifli, Z., & Yasin, M. F. (2022). The Future of Human Rights in the Digital Age: Indonesian Perspectives and Challenges. Journal of Digital Law and Policy, 2(1), 29-40.
[9] Hendriyanto, D., Setiamika, M., & Primadewi, N. (2020). The effect of Ginkgo biloba against ototoxic hearing loss on advanced stage undifferentiated nasopharyngeal carcinoma receiving cisplatin chemotherapy. INTERNATIONAL JOURNAL OF NASOPHARYNGEAL CARCINOMA, 2(02), 44-46.
[10] Nurcahyo, V. E., & Hendriyanto, D. (2020). The depression level effect on the QOL of patients with obstructive sleep apnea syndrome. Oto Rhino Laryngologica Indonesiana (ORLI), 50(2), 135-40.
[11] Haddar, G. A. H., Hendriyanto, D. ., Munandar, H. ., Kelibia, M. U. ., & Muhammadiah, M. . (2023). ANALYSIS OF THE EFFECTIVENESS OF PROJECT STEAM-BASED LEARNING MODEL TO IMPROVE STUDENTS’ CRITICAL THINKING SKILLS. Community Development Journal : Jurnal Pengabdian Masyarakat, 4(5), 10519–10525.
[12] Hendriyanto, D., & Helmi, H. Protective role of Nigella sativa oil against cisplatin-induced ototoxicity: a literature review. Journal of the Medical Sciences (Berkala Ilmu Kedokteran), 55(2).
[13] Sarah, S., Aswita, D., Ainun, N., Maulidar, M., & Azzarkasyi, M. (2022). The development of HOTS-based assessment instruments on educational statistics. International Journal of Trends in Mathematics Education Research, 5(1), 38-43.
[14] Jefriyanto, J., Ainun, N., & Al Ardha, M. A. (2023). Application of Naïve Bayes Classification to Analyze Performance Using Stopwords. Journal of Information System, Technology and Engineering, 1(2), 49-53.
[15] Ainun, N., & Jefriyanto, J. (2023). Development of Kirchoff’s Law Drawing Tools to Improve Student’s Science Skills in Learning Process of Direct Flow Circuits. Journal of Information System, Technology and Engineering, 1(2), 32-37.
[16] Mahdalela, R., Ainun, N., & Roslina, R. (2022, December). An Analysis of Students' Mathematical Communicative Skills in Solving Sets Problems at SMP Negeri 1 Darul Hikma Aceh Jaya. In Proceedings of International Conference on Multidiciplinary Research (Vol. 5, No. 2, pp. 70-81).
[17] Suryawati, I., Rahmani, R., & Ainun, N. (2022, November). Students' Mathematical Communication Ability through Blended Learning Model for Elementary School Students in Banda Aceh. In Proceedings of International Conference on Multidiciplinary Research (Vol. 5, No. 1, pp. 53-57).
[18] Mardiah, A. (2019). The Influence Of Store Layout, Interior Display, And Human Variable Related To Shopping Orientation At Matahari Basko Grand Mall Padang. Jurnal Ecogen, 2(1), 27-33.
[19] Sudirjo, F., Syamsuri, H., Mardiah, A., Widarman, A., & Novita, Y. (2023). Analysis of The Influence of Customer Perceived Benefit, Ease of Use and Sales Promotion on The Decision to Use Digital Wallets for Shopeepay Customers. Jurnal Sistim Informasi dan Teknologi, 63-68.
[20] Budiarto, B. W., Haes, P. E., Nawarcono, W., Mardiah, A., & Apriyono, T. (2023). The Influence Of E-Customer Satisfaction, E-Service Quality And Sales Promotion On E-Customer Loyalty Of Tokopedia Customers. JEMSI (Jurnal Ekonomi, Manajemen, dan Akuntansi), 9(6), 2472-2479.
[21] Bilgies, A. F., Tawil, M. R., Mardiah, A., & Arief, I. (2023). Analysis of The Influence of Online Consumer Reviews, Seasonal Digital Advertising and Celebrity Endorsers on Repurchase Intention of E-Commerce Consumers. Jurnal Informasi dan Teknologi, 26-32.
[22] Ariawan, J., Tarigan, B. A., Mardiah, A., & Siahaan, F. S. (2023). Analysis of The Influence of Burnout, Job Satisfaction and Organizational Commitment on Turnover Intention of Electronic Manufacturer Employees in Indonesia. JEMSI (Jurnal Ekonomi, Manajemen, dan Akuntansi), 9(5), 2016-2020.
[23] Setyawan, A. A. (2022). Effect of Quality Management Practices, and Digital Innovation on Organizational Performance Mediated by Competitiveness Strategy and Moderated by Industrial Collaboration at Vocational Colleges in Indonesia. ITALIENISCH, 12(2), 1096-1100.
[24] Setyawan, A. A., Prabowo, H., Simatupang, B., & Pradipto, Y. D. (2023). The Influence of Quality Management Practices and Digital Innovation on Organizational Performance Mediated by Competitiveness Strategy and Moderated Industrial Collaboration in Vocational Higher Education in Indonesia. Tec Empresarial, 18(1), 398-403.
[25] Widjayanti, C. E., Setyawan, A. A., & Racma, D. F. (2021, December). Philanthropy Model with Income Redistribution as an Alternative Solution for Women Victims of Layoffs Affected by Covid-19. In Prosiding University Research Colloquium (pp. 509-516).
[26] Wijayanti, C. E., Wibowo, A., Suyudi, S., & Setyawan, A. (2020). Hubungan Efisiensi dan Efektifitas dengan Kepuasan Pengguna Sistem Pendukung Keputusan Pemberian Penghargaan Bagi Karyawan Pada Pabrik Plastik" Sukses Mandiri" di Sokaraja Wetan. Jurnal HUMMANSI (Humaniora, Manajemen, Akuntansi), 3(1), 47-55.
[27] Dharta, F. Y., & Chaerudin, D. R. (2023, June). Using Digital Marketing Communications to Boost SMEs’ Local Economic Growth in Karawang Regency. In ICEMBA 2022: Proceedings of the International Conference on Economic, Management, Business and Accounting, ICEMBA 2022, 17 December 2022, Tanjungpinang, Riau Islands, Indonesia (p. 101). European Alliance for Innovation.
[28] Dharta, F. Y., Prasetyo, H., & Dema, Y. (2021). Influence of attitude on online impulse buying: perspective on marketing communication. Jurnal Studi Komunikasi, 5(3), 729-745.
[29] Nursanti, S., Dharta, F. Y., Chaerudin, C., Syam, S. P., & Purnama, R. N. (2022). Generation z's perceptions of health information about the Covid-19. Jurnal Studi Komunikasi, 6(2), 587-602.
[30] Siswanto, A., Pratiwi, R., Rokhmawati, D., & Dharta, F. Y. (2023). Analysis Of Determinant Factors Employee Performance Of Directorate General Of Intellectual Property Rights Republic Of Indonesia. JEMSI (Jurnal Ekonomi, Manajemen, dan Akuntansi), 9(6), 2493-2498.
[31] Nofitri, R., & Irawati, N, “Data Analysis of Profit Results Using Rapidminer Software,” JURTEKSI (Jurnal Teknologi Dan Sistem Informasi), vol. 5, no. 2, pp. 199–204, 2019. https://doi.org/10.33330/jurteksi.v5i2.365
[32] Rizki, M. F., Auliasari, K., & Primaswara Prasetya, R, “Cyberbullying Sentiment Analysis on Twitter Social Media Using the Support Vector Machine Method,” JATI (Jurnal Mahasiswa Teknik Informatika), vol. 5, no. 2, pp. 548–556, 2021. https://doi.org/10.36040/jati.v5i2.3808