Article Per Year (5 Year)
p-Index From 2021 - 2026
13.069
P-Index
This Author published in this journals
All Journal DIDAKTIKA: Jurnal Pendidikan Sekolah Dasar Historia: Jurnal Pendidik dan Peneliti Sejarah Jurnal Media Infotama Dinamika Pendidikan JIPSINDO (Jurnal Pendidikan Ilmu Pengetahuan Sosial Indonesia) Riset Manajemen dan Akuntansi JURNAL JPSD (Jurnal Pendidikan Sekolah Dasar) Journal of Regional and City Planning Dinamika Jurnal Pendidikan Dasar Madrasah: Jurnal Pendidikan dan Pembelajaran Dasar Jurnal Ilmiah Rekayasa dan Manajemen Sistem Informasi Gadjah Mada Journal of Psychology Edcomtech Jurnal Kajian Teknologi Pendidikan Elementary: Jurnal Ilmiah Pendidikan Dasar JSSH (Jurnal Sains Sosial dan Humaniora) Jurnal CoreIT Jurnal SOLMA Tunjuk Ajar: Jurnal Penelitian Ilmu Pendidikan JPF : JURNAL PENDIDIKAN FISIKA Jesya (Jurnal Ekonomi dan Ekonomi Syariah) Islamic Guidance and Counseling Journal JPPM (Jurnal Pengabdian dan Pemberdayaan Masyarakat) Jurnal Review Pendidikan dan Pengajaran (JRPP) Social, Humanities, and Educational Studies (SHEs): Conference Series Building of Informatics, Technology and Science JURNAL CRANKSHAFT Instructional Development Journal SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Geneologi PAI : Jurnal Ilmiah Bidang Pendidikan Agama Islam Journal of Computer Networks, Architecture and High Performance Computing International Journal of Islamic Educational Psychology Jurnal Ilmiah Kontekstual International Journal of Social Learning (IJSL) Jurnal Riset Pendidikan Dasar (JRPD) ARTCHIVE: Indonesia Journal of Visual Art and Design STRATEGY : Jurnal Inovasi Strategi dan Model Pembelajaran JANAKA : JURNAL PENGABDIAN MASYARAKAT KEWIRAUSAHAAN INDONESIA Proceedings Series on Social Sciences & Humanities Jurnal Ilmiah Ilmu Manajemen (JUIIM) Jurnal Pengabdian kepada Masyarakat Politeknik Negeri Batam EDUCATOR : Jurnal Inovasi Tenaga Pendidik dan Kependidikan Musik Etnik Nusantara Edukasia: Jurnal Pendidikan dan Pembelajaran Alhamra Jurnal Studi Islam Langgam International Journal of Social Science Education, Art and Culture Dewantara: Jurnal Pendidikan Sosial Humaniora Jurnal Pendidikan Indonesia (Japendi) Jurnal Keperawatan Caruban: Jurnal Ilmiah Ilmu Pendidikan Dasar JIM: Jurnal Ilmiah Mahasiswa Pendidikan Sejarah Jurnal Penelitian dan Pendidikan Agama Islam Cendikia Pendidikan Research and Innovation in Social Science Education Journal (RISSEJ) MANGGALI Edu Geography ABDIANDAYA : Jurnal Pengabdian dan Pemberdayaan Masyarakat Jurnal Pemikiran dan Pengembangan Pembelajaran Jurnal Pendidikan MIPA Jurnal Bina Desa Ta'allum: Jurnal Pendidikan Islam Sawerigading Edumaspul: Jurnal Pendidikan
Sriyanto Sriyanto
Universitas Muhammadiyah Purwokerto
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Nursing Physics Public Health Social Sciences Transportation Other

Published : 124 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 2 Documents
Search
Journal : Jurnal CoreIT

 1 
Optimizing Student Depression Prediction Using Particle Swarm Optimization and Random Forest Effendi, Mukhammad Khoirul; -, Sriyanto; Irianto, Suhendro Yusuf; Fauzi, Chairani; Vitriani, Yelfi
Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi Vol 11, No 1 (2025): June 2025
Publisher : Fakultas Sains dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/coreit.v11i1.35954

Abstract

Student mental health is a growing concern due to increasing academic pressure, social demands, and economic factors affecting their well-being. Depression, a common issue among students, significantly impacts academic performance and overall quality of life. Therefore, early detection and accurate prediction of student mental health conditions are essential to provide timely interventions. This study aims to improve the accuracy of depression prediction among university students by integrating Particle Swarm Optimization (PSO) for feature selection with Random Forest (RF) as the classification model. The dataset used is the Student Depression Dataset from Kaggle, consisting of 27,900 respondents with 18 features related to demographic, academic, and psychological factors. Data preprocessing includes handling missing values, normalization, categorical encoding, and feature selection using PSO. The model is trained and evaluated using 10-Fold Cross-Validation. Experimental results show that PSO-optimized Random Forest outperforms the standard Random Forest model. The optimized model achieves an accuracy of 84.08%, precision of 82.79%, recall of 77.79%, and an AUC-ROC score of 0.912, improving classification performance. These findings demonstrate that PSO effectively enhances feature selection, leading to better classification accuracy. This study contributes to the development of a more accurate and efficient machine learning model for detecting student depression. By optimizing feature selection, this approach reduces computational complexity while maintaining high predictive performance. Future research can explore hybrid optimization techniques such as Genetic Algorithm (GA) or Differential Evolution (DE) to further enhance model generalization across different datasets.
PREDICTION OF ANEMIA USING THE PARTICLE SWARM OPTIMIZATION (PSO) AND NAÏVE BAYES ALGORITHM tri utami, septiana; Sriyanto, Sriyanto; Lestari, sri; Widi Nugroho, Handoyo; zarnelly, zarnelly
Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi Vol 10, No 1 (2024): June 2024
Publisher : Fakultas Sains dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/coreit.v10i1.28428

Abstract

Purpose: Anemia is a nutritional disorder that is still often found in Indonesia. The main risk factors for iron deficiency anemia are low iron intake, poor iron absorption, and periods of life when the need for iron is high such as during growth, pregnancy, and breastfeeding. Anemia can generally occur in pregnant women, teenagers, the elderly and even babies who have anemia.Methods/Study design/approach: This research uses the Naive Bayes and PSO algorithms, and the dataset used comes from the kaggel.com Anemia dataset. The number of data records is 1421 data consisting of 5 attributes and 1 label. This data set is used to predict whether a patient is likely to suffer from anemia.Result/Findings: Based on the results of testing the Naïve Bayes and PSO algorithm models which were carried out through confusion matrix evaluation, it was proven that the tests carried out by the Naïve Bayes algorithm were 93.88% and the tests carried out with Naïve Bayes and PSO had a high accuracy value, namely 94.02%.Novelty/Originality/Value: The purpose of selecting information acquisition features is to select features or attributes that significantly influence anemia. Keywords: Prediction, Anemia, Naive Bayes, Particle Swarm Optimization (PSO)
Co-Authors Abbas, Dirvi Surya Adhe Aryswan Adhyaksa, Faisal Faridh Afifah Hasna Prilia Agustin, Setyo Wulan Dwi Ahmad Dahlan Ahmad Dahlan Aim Abdulkarim Akhmad Yusron Santoso Akmal, Ahmad Almunawar, Moh Helmi Ana Andriani, Ana Analisa Listanti Anang Widhi Nirwansyah Ananto Aji, Ananto Andi Irwan Benardi, Andi Irwan Anggraeni, Karina Tri Anggraeni, Verlita Apik Budi Santoso Ardhiansyah, Bayu Ari Wibowo Ari Wijayanti Arif Farida Arif Setyo Nugroho Arifin Muslim Ariyanto, Nugroho Pratomo Asep Daud Kosasih Asmawi Zainul Asmawi Zainul Asri Ratna Sari Atussolikhah, Mar Ayu Gilar Woromurt, Tyas Ayu Wulansari Pramita Azlansyah Azlansyah Azzahra, Nabilla Feylisha Batubara, Ninda Hardina Benny Prasetya, Benny Budiman Budiman Budiyanto, Hermawan Butar, Hendra Butar Cahyo Budi Nugroho Cahyo Utomo, Muhammad Irfandi Cahyono, Eko Hadi Chairani Chairani Choirunnisa, Tarisa Adinda Darmawan, Adi Hidayat Darodjat, Darodjat Darodjat, Darodjat Demirdag, Seyithan Desi Wulandari Dhi Bramasta, Dhi Diansari, Susi Dwi Setyaningsih Dyah Wulandari Dzulfiqar, Mohamad Alif Effendi, Mukhammad Khoirul Eka Putra, Boby Fernandes Eka Setyaningsih Eka Setyaningsih Elizar Elizar, Elizar Enok Maryani Esti Mungizzah Eva Banowati Fadjar Harimurti Fahrus Widodo Fajrin, Aulia Fajriyatun Fajriyatun Fajriyatun Fajriyatun Farida, Amalina Fauzi Nur Akhadi Fauzi, Chairani Fauziyati, Khuldiana Azizah Feby Nurliana Fherdiana, Lia Fyona, Annisa Gemala, Mega Hakim, Yanuar Prima Nur Handayani Tri Wijayanti Handayani, Alfina Hardiansyah, Joddy Hari Purnomo Susanto Haryanto Haryanto Hasanah, Qoriatul Hasiholan, Bistok Hasna Prilia, Afifah Hayyan, Yuslima Heni Widiastuti Herdiyanto Herdiyanto Hersiyani, Shintia Hikmawati, Hanifah Husen Ismail, Faisal Bin I. Ismiyati Ida Taprida Idha Lusmianingtyas Ika Pujiastuti Imam Hidayat Indra Kanedi Indri Murniawaty, Indri Istiqamah Istiqamah Istiqlalia, Nurlaila Ita Nuryana Ita Sulistyawati, Ita Jasmadi Jasmadi Jayawarsa, A.A. Ketut Juangsa Putra, Lalu Giat Juli R. Wuliandari, Juli R. Kartini, Agustina Kasidin Kasidin Kasidin, Kasidin Komsi Koranti Kristyanto, Andi Leksonowati, Nur Fitria Pujo Lina Adi Wijayanti M Mutakin M, Makhful Maesaroh Maesaroh Mandili , Abdel Manurung, Meilani Mandhalena Moh. Irma Sukarelawan Mohamad Ikram Zakaria Muhamad Hasan Muhammad Fauzan Ramadhan Mungizzah, Esti Muthohar, Ilham Na'imah, Tri Na’imah, Tri Ninik Tri Kusumadewi Noor, Anfal Zaeni Noreng, Mustakim Novrizal Arif Budiman Nur'aeni, Nur'aeni Nurhaqiqi, Annisa Nurul Laili Arifin, Nurul Laili Pamungkas, Nurman Pangesti Gagat Wahyuningsih Permadi, Alif Maulana Pinasthika, Dhimas Prahasti, Prahasti Prameswari, Andina Ahya Prastawa, Wisnu Pratama, Averoes Aditya Pratik Hari Yuwno Pratik Hari Yuwono Pratik Hari Yuwono Purba, Adi Syahputra Purwono, Arif Hidayat Puspahati, Norma Ken Puspita, Roza Putri, Afildha Fonika Rafiloza, Rafiloza Rahmadani, Devi Rahmansyah, Ferdian Rano Subehi Retno Dwiyanti Ridho, Miftahul Rizqoh, Evana Rokaliana Rokaliana Rusmiyati Rusmiyati S. Nagalay, Fitra Salam Safitri Pramei Hastuti Saptono Putro Sari Ratnawati Satya Budi Nugraha Selvi Kasman Septiana Septiana Shibyan Heryawan Silahudin, rizky Siregar, Muhammad Rizqi Sisiliana, Careza Siti Muslikhah Siti Nurjanah Slamet Slamet Sony Irianto Sri Harmianto Sri Lestari SRI RAHAYU Stefani, Windy Suhartoyo Suhartoyo, Suhartoyo Sunarsih Sunarsih Supriati, Supriati Susanti, Erfi Yana Eka Sutianingsih, Sutianingsih Sutomo Sutomo Syntha Noviyana Thara, Syafa Aludra Titik Kusumawinakhyu Tjaturahono Budi Sanjoto tri utami, septiana Triyadi Haryanto Trubus Kurniawan Vitriani, Yelfi Wage Wage, Wage Wahid Akhsin Budi Nur Sidiq, Wahid Akhsin Budi Nur wahidah, Anita Solihatul Wanda Nugroho Yanuarto Wening Rinasari Widi Nugroho, Handoyo Widiastuti, Wiwin Widowati, Eny Hari Widya, Zuhriana Wijanarko, Beny Wijaya, Athallah Nigel Y. Suhendro Yani, Achmad Yudha Febrianta Yudha Febrianta Yudha Febrianta Yuhari Andrika Yuliyanti, Ekani Yuni Prihartini Yuwno, Pratik Hari Z, Malikatun z, Zakiyah Zakaria, Mohamad Ikram Zarnelly Zarnelly Zuhri, Bahtiar Amin Zuhri, Mursid