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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Paradigma : Journal of Science, Religion and Culture Studies BULETIN OSEANOGRAFI MARINA PRISMA FISIKA Jurnal Sains dan Teknologi El-HARAKAH : Jurnal Budaya Islam Islam Futura Jurnal Fisika Unand Journal of Educational Science and Technology JURNAL NASIONAL TEKNIK ELEKTRO Indonesia Chimica Acta Jurnal Geocelebes Sistemasi: Jurnal Sistem Informasi SAINTIFIK@ : Jurnal Pendidikan MIPA Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer JTT (Jurnal Teknologi Terpadu) Jurnal Ilmiah Peuradeun Jurnal Laut Khatulistiwa Al-Hayat: Journal of Islamic Education Elektrika Diglosia: Jurnal Kajian Bahasa, Sastra, dan Pengajarannya Sebatik Chemistry Indonesian Journal of Chemical Research JURNAL PENDIDIKAN TAMBUSAI Japanese Research on Linguistics, Literature, and Culture Al-Hikmah: Jurnal Agama dan Ilmu Pengetahuan Living Islam: Journal of Islamic Discourses Al-Qalam JIKAP PGSD: Jurnal Ilmiah Ilmu Kependidikan Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal Mekanova : Mekanikal, Inovasi dan Teknologi JURNAL ILMIAH OBSGIN : Jurnal Ilmiah Ilmu Kebidanan & Kandungan Jambura Journal of Electrical and Electronics Engineering Jurnal Pengabdian Masyarakat Sains Indonesia (Indonesian Journal Of Science Community Services) Journal of Applied Health Management and Technology Bada'a: Jurnal Ilmiah Pendidikan Dasar Abdimas Toddopuli: Jurnal Pengabdian Pada Masyarakat Jurnal Teknik Elektro dan Komputasi (ELKOM) Jurnal Mnemonic JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Ilmiah Profesi Pendidikan Buletin KKN Pendidikan International Journal of Advances in Data and Information Systems Journal of Applied Science, Engineering, Technology, and Education Hanifiya: Jurnal Studi Agama-Agama Computer Science and Information Technologies Jurnal Teknik Industri Terintegrasi (JUTIN) Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Jurnal Teknik Informatika (JUTIF) Community Empowerment jurnal dikdas bantara Journal of Applied Data Sciences PENGABDI: Jurnal Hasil Pengabdian Masyarakat Jurnal Dedikasi Bisnis Net : Jurnal Ekonomi dan Bisnis Arsitekno Journal of Community Development Jurnal Pendidikan dan Pembelajaran Indonesia (JPPI) MUSHAF: Jurnal Tafsir Berwawasan Keindonesiaan LEARNING : Jurnal Inovasi Penelitian Pendidikan dan Pembelajaran Journal of Multidisciplinary Applied Natural Science Journal Peqguruang: Conference Series Al-Ashr : Jurnal Pendidikan dan Pembelajaran Dasar Jurnal Pendidikan dan Pembelajaran Sekolah Dasar (JPPSD) COVIT JITU (Jurnal Ilmiah Teknik Unida) Chemical Engineering Journal Storage (CEJS) Journal of Lex Philosophy (JLP) Volksgeist: Jurnal Ilmu Hukum dan Konstitusi International Journal of Hydrological and Environmental for Sustainability Jurnal Penelitian Ilmu Ushuluddin Jurnal Pengabdian Mandiri JOMPA ABDI: Jurnal Pengabdian Masyarakat Edukasia: Jurnal Pendidikan dan Pembelajaran Journal of Agriculture (JoA) Global Journal Basic Education Jurnal Riset Agama Jurnal Bangun Abdimas Sambulugana Syarah: Jurnal Hukum Islam dan Ekonomi Takwil: Journal of Quran and Hadith Studies International Journal of Educational Research Excellence (IJERE) Internet of Things and Artificial Intelligence Journal Jurnal Semiotika-Q: Kajian Ilmu al-Quran dan Tafsir Literasi: Jurnal Pengabdian Masyarakat dan Inovasi Economics and Business Journal JUQUTS Innovative: Journal Of Social Science Research IPTEK: Jurnal Hasil Pengabdian kepada Masyarakat Journal of Vocational Instruction Riset Informasi Kesehatan Jurnal Pengabdian Harapan Ibu (JPHI) Jurnal Ilmiah Mahasiswa Arsitektur dan Perencanaan Jurnal Pendidikan Kimia Unkhair (JPKU) Ininnawa: Jurnal Pengabdian Masyarakat JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Riwayat: Educational Journal of History and Humanities Jurnal Cendekia Mengabdi Berinovasi dan Berkarya Aceh Journal of Electrical Engineering and Technology Infolitika Journal of Data Science Jurnal Keguruan dan Ilmu Pendidikan (JKIP) RESPON Jurnal Ilmiah Mahasiswa Ilmu Komunikasi Al-Balad : Jurnal Hukum Tata Negara dan Politik Islam Oseanologia AGROTEKBIS: Jurnal Ilmu Pertanian PROSIDING SEMINAR NASIONAL DAN INTERNASIONAL HIMPUNAN SARJANA-KESUSASTRAAN INDONESIA Al Iidara Balad : Jurnal Administrasi Negara Jurnal MediaTIK JIMMI: Jurnal Ilmiah Mahasiswa Multidisiplin Interaksi : Jurnal Pengabdian Kepada Masyarakat Indonesian Journal of Electronics, Electromedical Engineering, and Medical Informatics Jurnal RAUT Senarai: Journal of Islamic Heritage and Civilization Jurnal Cendekia Ilmiah Ulil Albab JUKEMAS : Jurnal Pengabdian Kepada Masyarakat Public Policy: Jurnal Ilmu Sosial dan Kebijakan Jurnal Binakes JILS (Journal of Indonesian Legal Studies) Hadara : Journal of Da'wah and Islamic Civilization Agroscript: Journal of Applied Agricultural Sciences
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Journal : Jurnal Teknik Informatika (JUTIF)

Performance Comparison of AdaBoost, LightGBM, and CatBoost for Parkinson's Disease Classification Using ADASYN Balancing Anshari, Muhammad Ridha; Saragih, Triando Hamonangan; Muliadi, Muliadi; Kartini, Dwi; Indriani, Fatma; Rozaq, Hasri Akbar Awal; Yıldız, Oktay
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 5 (2025): JUTIF Volume 6, Number 5, Oktober 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.5.4726

Abstract

Parkinson's disease is a neurodegenerative condition identified by the decline of neurons that produce dopamine, causing motor symptoms such as tremors and muscle stiffness. Early diagnosis is challenging as there is no definitive laboratory test. This study aims to improve the accuracy of Parkinson's diagnosis using voice recordings with machine learning algorithms, such as AdaBoost, LightGBM, and CatBoost. The dataset used is Parkinson's Disease Detection from Kaggle, consisting of 195 records with 22 attributes. The data was normalized with Min-Max normalization, and class imbalance was resolved with ADASYN. Results show that ADASYN-LightGBM and ADASYN-CatBoost have the best performance with 96.92% accuracy, 97.10% precision, 96.92% recall, and 96.92% F1 score. This improvement suggests that combining boosting methods and data balancing techniques can improve the accuracy of Parkinson's diagnosis. These results demonstrate the effectiveness of ADASYN in addressing data imbalance and improving the performance of boosting algorithms for medical classification problems. The findings contribute to the development of intelligent diagnostic systems in the field of medical informatics and computer science. These findings are essential for developing more accurate and efficient diagnostic tools, supporting early diagnosis and better management of Parkinson's disease.
Analysis of Static and Contextual Word Embeddings in Capsule Network for Sentiment Analysis of The Free Nutritious Meal Program on Twitter Raditya, Virgi Atha; Saragih, Triando Hamonangan; Faisal, Mohammad Reza; Abadi, Friska; Muliadi, Muliadi
Jurnal Teknik Informatika (Jutif) Vol. 7 No. 1 (2026): JUTIF Volume 7, Number 1, February 2026
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2026.7.1.5424

Abstract

Public discourse surrounding Indonesia’s Makan Bergizi Gratis (MBG) program reflects diverse opinions that have not yet been systematically examined using computational methods. This study addresses that gap by evaluating the effectiveness of static and contextual word embeddings within a Capsule Network (CapsNet) framework for sentiment analysis of MBG-related tweets on Twitter. A total of 7,133 Indonesian-language tweets were collected through web crawling, preprocessed, and manually labeled into positive, neutral, and negative categories. Four embedding techniques—Word2Vec, FastText, ELMo, and IndoBERT—were tested under two preprocessing settings, raw and stemming. The experimental results show that Word2Vec on raw text achieved the highest accuracy of 96.17%, while FastText obtained the best performance on stemmed data with 94.10%. These findings indicate that morphological normalization benefits static and subword-based embeddings, whereas contextual models maintain stable performance without extensive fine-tuning. Overall, this study demonstrates the potential of combining CapsNet with appropriate embedding strategies for Indonesian-language sentiment analysis and provides evidence that natural language processing can support data-driven evaluation of public programs such as MBG.
Co-Authors . Apriansyah .B, Sunarti A. Kushadiwijayanto, Arie A.Nurrahman, Yusuf Abbas Baco Miro Abd, Misswar Abd. Kadir Abdal, Nurul Mukhlisah Abdilah, Muhammad Fariz Fata Abdul Aziz Abdul Hafid Abdul Haris Watoni Abdul Majid Abdul Rahman Abdul Rasyid Abdurahman Abdurrahman Abdurahman, Uray Muchlis Adawiah, Putri Rabiatul Ade Irawan, Muhammad Adelia Liemansyaputri , Maudy Adha, Zuhra Adiba, Fhatiah affrian, reno Afifa, Ridha Afrin, Rezuana Agus Fardesi Agus Perdana Windarto Agus Salim Agus Wahyudi Agustina, Sella Ahdan, Ahdan Ahmad Ahmad Ahmad Muchsin Jayali Ahmad Sholeh Ahmad Srinaldi Ahmad Watsiq Maula Ahmad Zulfan, Ahmad Ahmar, Ansari Saleh Ahmed, Ahmed Aida Silfia Aiman Abu Khair Ainun Mardiah Akbal, Fatimah Akbar Iskandar Al Ghifari, Faishal Alamudin, Muhammad Faiq Alfando, Muhammad Alvin Alfany, Chalida Alfiati, Helmi Ali Akbar Alkhairi, Putrama Almas, Almas Alyah, Nurul Amelia, Rezi Amin, Imam Muslim Amin, Kasma F. Amin, Nurtaqwa Amir Machmud, Amir Amna, Nurlaila Amrina Yusra Andi Farmadi Andi Ihwan Andriani, Cut Yessi Anggraini, Indah Annisa Annisa Annisa, Cindy Fatika Nur Annisa, Dira Ayu Anshari, Muhammad Ridha Anton Widyanto Anugrah, Dirga Maulia Apriliansyah, Feby Arafat, Muhammad Yasser Arafat, Pratitou Arianto Arianto Arif Saputra, Arif Arifin, Afrisal Arifin, Jamaluddin Arista, Alfina Dian Arpandi, Arpandi Ary Antony Putra, Ary Antony Aryanti, Agustia Kuspita Ashari, Hilda Asio Asio, Asio Aslinda, Aslinda Asni Asni Assaad, A. Istiqlal Asyadi, Teuku Murisal Athavale, Vijay Anant Athavale, Vijay Annant Aulia Nanda, Hafidz Aulia, Ivan Awadin, Adi Pratama Awalia , Reski Ayuni, Nurul Alifa Azkar, Nurul Azmi, Khusnul Ulul Azmi, Pendi Nurul B, Rosleny B, Syamsul Badali, Rahmat Amin Badarudin Bahaking Rama Bahar, Muhammad Mahdinul Bara, Unsi Andal Basimin, Mudzuna Quraisyah Baso, Fadhlirrahman Baturante, Nur Jannah Bayu Rangga Julian Bedjo Santoso Kadri Berlin, Wisnu Sanjaya bin Mahsyar, Ahmad Dhiyaul Haq Boy, Hendry Budi, Arief Setya Bukhari Bukhari Busro, B. Caesary MP , Nurfadillah Cahya Wulandari Cecep Edi Hidayat Cendana, Adji Saputra Choiriyah Widyasari Cut Daili Dadang Kusmana Dahlawy, Arriz Daili, Cut Dede Puspa Pujia Dedi Iskandar Dewi Fatmarani Surianto Dillah, Salsa Dimas Chaerul Ekty Saputra Djalal Fuadi Dodon Turianto Nugrahadi Dwi Kartini, Dwi Dwi Wulan Sari Dwiria Wahyuni Dyah. P, RR. Ratnasari Eddy Kurniawan Ediwan, Ediwan Edy Sofyan, Edy Eka Prasetia Hati Baculu, Eka Eliana, Nur Erwina Erwina, Erwina Eva, Theresia F. Amin, Kasma Fadhillah, Muhammad Alif Fadillah, M. Surya Fahrezy, Irgy Ahmad Fahrul Rozi Farid Husni Husni Fatiha , Nurul Fatma Indriani Fauzi Fauzi Fauzi Fauzi Febrianti, Sri Fiansi, Fiansi Firdaus Firdaus Firman Firman Firmansyah, Aidil Firwan Moesnadi Fitri S Kasim Fitriani S.B Friska Abadi Fuad Ansyari*, Ahmad Gazi, Sydur Rahman Gojali, muhtar Gunawan, Khairol Guntara, Erda Hadawiah, Hadawiah Hadi, Rizal Hadis, Muhammad Sabirin Hafizah, Rini Hafsyaridewi, Hafsyaridewi Hakkun Elmunsyah Halik, Idham Halimah Halimah Hanapi, Hariani Hardi Hardi, Hardi Haritani, Hartini Haritani - Harun Joko Prayitno Hasanuddin Hasanuddin Havna, Havna Helena, Shifa Herteno, Rudy Hidayah, M. Fariq Hifdzi Syahril Mawardi Hizir Sofyan Humaira B, Nurul Isra Husaini Husen, La Ode Ibrahim, Muh. Rayes Idawati, Nora Idham Halid Idul Adnan Iistika, Iistika Ikha Safitri Ilyas Mulyana Irfana Diah Faryuni Irfandi Irfandi, Irfandi Irwan Budiman Irwan Nurdiansyah, Sy. ISLAMIYAH, NUR Isnandar Isrori, Indah Nahdiat Jais, Ahmad Jamal Aswijar Joko Sampurno Jumadi Mabe Parenreng Jumarang, Muh Ishak JUMARDI Junaidi Junaidi Junaidi Kamal, Saiful Kandowangko, Alviona Karina Karina Karmala, Karmala Kasmawan, Kasmawan Keumala, Cut Ratna Khairul, Moh Khofifah, A Sri Kholik Prasojo Khotimah, Yulia Azmi Komara, Osfir Candikia Rara Kruba, Rumaisa Kurniawan, Moh Rizky Kushadiwijayanto, Arie Antasari Kushadiwiojayanto, Arie Antasari Kuswana, Dadang La Ode Reskiaddin Landu, Anti Latifa, Latifa Lestari, Putri Riya Lia, Resky Amalia Liestianty, Deasy Linasari, Linasari M. Choiroel Anwar M. Khairul Rezki Mahalla, Mahalla Mahalla, Mahalla Mahmuddin Marbun Maimun Maimun Maisa Maisa, Maisa Majid , Abd Majid, Abd. Malik, Muh Nasir Mangesa, Riana T Mansyur Mansyur Mardalena, Selvi Mardiana Mardiana Marlinda Marlinda Martunis - Marwan, T Masdar Djamaluddin Masrukhi Masrukhi Massuro, Lusyndatul MAULA, PUTRINDA INAYATUL Maulana, Agung Lan Maulani Maulani, Maulani Maulidiyah Maulidiyah Mawaddah, Siti Afifah Md. Hossain Khan, Abu Abdulla Al-Mamun Mega Nurhanisa Miftahul Jannah Miharja, Muhammad Hidayat Jaya Minsas, Sukal Mislaini Mislaini Muh Nasrullah, Muh Muh. Edihar Muh. Ishak Jumarang Muhammad Alkaff Muhammad Amin Muhammad Arif Muhammad Fauzi Muhammad Idris Muhammad Ilham Muhammad Itqan Mazdadi Muhammad Jabal Nur, Muhammad Jabal Muhammad Maulana Muhammad Mursyidan Amini Muhammad Nurdin Muhammad Raudhi Azmi Muhammad Reza Faisal, Muhammad Reza Muhammad Riza Pahlevi Muhammad Zakir Muhammad Zuhdi Muhardi Muhardi Muhardi Muhlas Muhlas, Muhlas Muin, Nurmiah Mujahidah Mujahidah Mujibul Ikhsan Mulkan, Andi Mulyadi Mulyadi Munandar, Tri Imam Muslimin, Abdul Azis Mustafa, Linda Kurnia Muttaqin Mustari , Andi Muzakkar, Muhammad Zakir Muzdalifa, Eccy Sitti N. Nazaruddin Naan, Naan Nasruddin Nasruddin Nazaruddin, Nazaruddin Noorhafizi, Muhammad Nur Afnih, Dwi Nuraeni Nuraeni Nuraini - - nuramalia, Tri Nurcahyati, Ica Nurdiansyah Nurdiansyah Nurdiansyah, Syarif Irwan Nurdin Nurdin Nurfadillah Nurfadillah Nurfatimah Sugrah Nurhasanah Nurhasanah Nurinsan , Muh. Rifky NURLIANA NURLIANA Nurmawaddah , Nurmawaddah Nurmiani, Nurmiani Nurul Hikmah Nurul Islam NURZAENAB, NURZAENAB Nuzulul, Ririn Chintia Okto Ivansyah Padlurrahman, Padlurrahman Patola, Basri Perdana, Radhitya Perdhana, Radhitya Prasetya, Irvan Nur Pratama, Farhan Pratiwi, Elok Surya Pratiwi, Nabella Dwi Prayitno, Dwi Imam prayoga, Akbar Pristi, Eka Destriyanto Purnomowati, RR Ratnasari Dyah Putri, Adelia Kurnia Putri, Andini Aurelia Putri, Ulayya Putri, Wanda Muliandira Rabiah, Sitti Raden Mohamad Herdian Bhakti Raditya, Virgi Atha Radityo Adi Nugroho Rahim, Rahim Rahman , Abdul Rahmat Kartolo Rahmat Rahmat Rahmi Dewanti Palangkey Rajai, Afdhalul Ramadansyah, Agung Ramadeska, Siti Ramadhan, Aldy Ramadhan, Maidy Ramadhan, Mita Azzahra Ramadhan, Rafsanjani Ramadhani, Indri Pratiwi Ramli, Ahmad Rasmi Rasmi, Rasmi Reca Reca Reskika, Sari Rezki Pratama Putra , Andi Rezky Anisar, Muh. Alief Riana Nurmalasari Ribuan, Ribuan Ridwan Arifin Ridwan, M. Arif Rifai, Riski Thamrin G. Riska, Muhammad Risko, Risko Risnayanti, Risnayanti Riyan Maulana Riza Adriat Rizal, Agus Rizki Afriadi Rizky, Muhammad Miftahur Rohmah, Nanda Dwi Rohman Rohman Rohman, Hizqil Fadl Rosmalah Rosmalah, Rosmalah Rozanna Dewi Rozaq, Hasri Akbar Awal Rozaq, Hasri Awal Akbar Rudi, David Rudy Herteno Rukayah Rukayah Rukhayati, Rukhayati Ruslan Ruslan Rusliana, Iu S.J Sofiana, Mega Sabir, Achmad Safitri, Desti Suci Saharuddin, Yusliani Sahdan, Putri Said, Rusli Saktia Fitri, Rati Saleh, Ramlah Salsabila Nurul Imam, Jahira Samsuria, Samsuria Sandi, Dala Novika Saputra, Irka Saputro, Setyo Wahyu Saragih, Triando Hamonangan Sari, Anggi Novita Sasmita, Novi Reandy Satriani D H, Satriani D H Satriani Satriani Seppa, Yusi Irensi Shamim Al Mamun, Shamim Al Siti Suwadah Rimang, Siti Suwadah Sitti Jauhar Sitti Jauhar, Sitti Solihin, Muhtar Solikhun Solikhun, Solikhun St. Jauhar, St. Jauhar Suara, M. Teguh Jaka Satya Samudra Jati Subarsyah Subarsyah Subhan Subhan Subhan Subhan Sudarto Sudarto Sudarto Sudirman Sudirman Sudirman Suhada, Ade Anang Suhartono Sujarwan, Fahrul Sukarsih Sukarsih, Sukarsih Sulhatun Sulhatun Sulistina, Sulistina surayah, surayah Sutardi, Edi SUTIKNO Syaadah, Himatus Syahrial Ayub, Syahrial Syahrul Syahrul syamsidar syamsidar Syamsuddin Syamsuddin Syamsul Hadi Syarafina, Risky Haezah Syukri Syukri Syukri Syukri Syukri Syukri Syukri Tasya Putri Nurhayat Taufiq, Wildan Taufiq, Wildan Tazkiyatunnafs Elhawwa Teuku Mahmuda Rahmat Rezki Teuku Multazam Teuku Rizky Noviandy Teuku Sufriadi Ramadhani Teuku Zulfadli Thaha, Abd Rahim Tonengan, Margaretha Trisnadi, Yogi Septia Ulfa, Fitratul Ulpa, Mirnawati Ulya, Azizatul Usman, Harlina Utami, Reksi Wahyu Hidayat M Wahyudi AR, Nirwan Wahyuni , Maya Sari Warsidah, Warsidah Wasik, Abdul Widarda, Dodo Widiantoro, Aldy Wiguna , Anggri Sartika Windiahsari, Windiahsari Wulandari, elysa Yahya Yahya Yanny, Yanny Yarmaliza YILDIZ, Oktay Yoga Satria Putra Yudistira, Saptanadi Yunizar, Muhammad Yuris Sutanto Yusuf Arief Nurrahman Zahirah, Putri Zahrah, Andi Nurfathimah Zahriah, Zahriah Zaidah, Nurul Zainuri, Hamzah Zelfia Zulfian Zulfian Zulfikri Zulfikri, Zulfikri Zulnazri, Z `B Aritonang, Anthoni