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Dewi Kusumaningsih
Universitas Veteran Bangun Nusantara, Indonesia
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Journal : Building of Informatics, Technology and Science

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Analisis Perbandingan Algoritma Naive Bayes dan Support Vector Machine dengan Pendekatan TF-IDF Sebagai Klasifikasi Perintah Suara Syarifuddin, Faisal; Kusumaningsih, Dewi
Building of Informatics, Technology and Science (BITS) Vol 7 No 1 (2025): June (2025)
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i1.7160

Abstract

This study evaluates the performance of two classification algorithms, namely Naive Bayes and Support Vector Machine (SVM), in identifying voice commands in financial applications for the blind. The data used has gone through a preprocessing process including tokenization, stemming, and stopword removal, and was extracted using the TF-IDF method. The models were trained using a data sharing scheme of 80% for training and 20% for testing, then evaluated based on accuracy, precision, recall, and F1-score. The test results show that both models achieve a very high level of accuracy, with Naive Bayes achieving an accuracy of 98.6% and SVM reaching 98.4%. Both show high precision, recall, and F1-score in each voice command category, with the highest value in the "QRIS Payment" category which achieved a precision and recall of 1.00. Confusion matrix analysis shows that classification errors occur in minimal amounts. This study also shows that TF-IDF as a feature extraction technique is effective in improving speech recognition accuracy by giving more weight to relevant and rarely appearing words in the dataset, which helps the model to focus more on the most important information. With these results, both algorithms are proven to be effective in recognizing voice commands. However, Naive Bayes is slightly superior in accuracy, so it is more recommended for voice-based applications in digital financial systems. These findings support the development of more inclusive and accessible technology for the visually impaired.
Co-Authors Adam Yogantara Ahmad Hariyadi, Ahmad AHMAD, ERWAN Alam, Rama Rajasa Ferlanda Alfian, Rika Alfin Luluk Kamalia Alisah Rahmah Hidayah Amini, Safrina Andaresta, Hani Greisilavia Andi Bunga Silvia Andri Pitoyo Andriyani, Veni Anggraini, Triana Anisa Puspita Sari Anita, Fenny Annissa, Nurul Huda Fitri Apriyanti Apriyanti Arum Puji Astuti Aryanti Wardiyah Aryanti Wardiyah, Aryanti Aryanti, Lidya Asep Rahmad Hidayat Astantiya Sabarani Bagas Priasmoro Bahtiar Bahtiar Bayu Ahya Dinata Benedictus Sudiyana Berliana Handini Hanif Bety Ayu Windi Ariyanto Bhrata, Pramudya Dhana Bintang Timur, Muhammad Bagus Cahyani, Tiara Regita Chrisanto, Eka Yudha Clara Chintya Agustin Daroe Iswatiningsih Devit Setiono Dewi Pertiwi Kusumawati DEWI SARTIKA Dewi, Dwi Wahyu Candra Dhania Aryu Liantika Dhea Eriza Silvyawati Dhitya, Ray Krisna Dian Angen Saputra Dina Martiani Dwi Nopriyanto Eka Susylowati Eka Trismiyana Eka Yudha Chrisanto Eli Rustinar Eli Rustinar Eliya, Rahma Elvania, Dewa Ayu Neli Endang Purwaningsih Estu, Maulana Alzura Fahrida Nuraini Yasintaa Faizal Nur, Syukma Rhamadani Farida Nugrahani Farida Nugrahani Farida Nurhasanah Fatiya, Rahma Fortuna, Avika Dara Gunawan, M. Ricko Gustiani, Dwi Hadjianto, Mardi Hafiz Gunawan Hafsah Dwiyanti Handayani, Intan Putri Dwi Hanifah, Riska Lulu Hanifudin, Rizky Hanisah Hanafi Hardjianto, Mardi Hartanta, Djaka Haryanti Budi Utami Herliza Herliza Herliza, Herliza HerryAgusSusanto Susanto Hidayat, Tomi Ibrahim, Idris Ilham Agung Sakti Imanda Sastria Inna Tinita Rahayu Intan Putri Dwi Handayani Ira Yuniati Irgi, Muhammad Ismi, Aprilia Istawala, Anggun Jelita Zakaria Jimat Susilo Joko Suryono Juana, Rika King, King Krisna Adi Ismaya Krisna, Dimas Adi Kristanto, Eka Yudha Kundharu Saddhono Kurniawan, Rifky Sandi kusmiarti, reni Kusumawati, Kurnia La Ino Latipun Latipun Lestari, Juwita Tri Lilik Ernawati Linawati Novikasari Linggariyana, Linggariyana Lisdayanti, Septina M. Arifki Zainaro M. Sukarno Mahda Rizka Faer Rifa’ie Mahdijaya, Mahdijaya - Malika Dhita Shalaika Man Hakim Mardani Mardani Mardiani, Wiwin Marlena Marlena Marlina Agustina Meida Suswandari Meilisa Nurhana Mohammad Syafrullah Muarif, Muhammad Syamsul Mufidah, Anis Muhammad Rafli Muhlis Fajar Wicaksana Mukti Widayanti Mulasih, Sri Mutiara Ayu Daniati Naimah, Myatun Nastiti Nur Kholifah Ni Luh Sumo Nirwanto Nirwanto, Nirwanto nopriani, nopriani Noprianti, Noprianti Nova Poojadixsa Novi Ari Rahmawati Wahyudi Novikasari, Linawati Novindri Ryalita Novitasari, Linawati Nugraha Abdullah, Indra Nugroho, Adit Nugroho, Radityo Nur Arqom Eka F Nur Hidayah, Taufik Nurjanah, Ifah Nurlaini Nuur’ainii, Zahra Lintang Painem, Painem Partur Khorip Paulina, Yanti Paulina, Yanti Pauline Dewi Juliani Setyaningsih Pramudya Dhanabhrata Prasetyo, Deigo Adit Dwi Pratiwi, Liza Ayu Pudoli, Ahmad Purwanto Purwanto Purwanto Putra, Ikhsan Achmadi Putri Yolanda Utama Putri, Qikka Anisya Ade Rahayu Rahayu Rahmatika, Ida Rani Darmayanti Ratna Kusumawardani Refsi Erpiyana Regina, Dea Tri Restiana Cahyani Rhezina Juni Areza Rilyani, Rilyani Rimajon Sotlikova Riska Wandini, Riska Rita, Desi Risna Rizka Lulu Hanifah Rizkiawan, Rachmat Rizky Trisna Saputra Rizqi Puspawati Rizwan, Al Khairul Royansyah, Royansyah Rusdah Rusdah Rusdah Rustinar, Eli Rustinar, Eli Safitri, Hilda Meilinda Sahrullah, Sahrull Samidi Samidi, Samidi Samsugito, Iwan Sapto Darsono Saptomo , Sri Wahono Saptono Hadi Saptono Hadi, Saptono Saputra, Imron Saputri, Hidayah Nurul Saputri, Maida Sari , Made Novita Sari, Lisa Yuliana Sari, Nurratri Kurnia Sari, Suci Nur Indah Sari, Yossi Permata Sastria Handayani Selamat Riauwanto Setiawati Setiawati Sindy Monika, Sindy Monika Sintia, Monica Bela Dwi Siti Karomah Siti Nur Hayati Sofa, Taufik Sri Marmoah Sri Mulyati Sri Muryati Sri Muryati Sri Muryati Sri Wahono Saptomo Subandi Subandi Subianto, Subianto Sukarno Sukarno, nFN Suladi, Ronal Yulyanto Sumarni Sumarni Sumo, Ni Luh Suparmin Suparmin Suparmin, Suparmin Suyuthi, Hasmi Syafrullah, Muhammad Syarifuddin, Faisal Taufiq Hidayat Titik Sudiatmi Titik Sudiatmi Tiya Nadila Tomi Hidayat, Tomi Triyoso, Triyoso Tutik Wahyuni Tyaswanti, Anita Tri Wahono Saptomo, Sri Wahono, Sri Wahyu Dini Septiari Wibawa, Satria Agung Wijaya, Bernika Mahalini Wilsa Fentani Winanda, Felia Ayu Winarno, Rudi Winda Setyawati Winda Setyawati Wiwik Darmini Wiwit Nur Fatyimah Nur Fatyimah Yanti Fitria Yoga Yuniadi Yohanes Sugiyanto Yulianawati Yulianawati Yuniarti Yuniarti Zufli Achmad