Article Per Year (5 Year)
p-Index From 2021 - 2026
5.618
P-Index
This Author published in this journals
All Journal Jurnal Zarah Dinamisia: Jurnal Pengabdian Kepada Masyarakat Pendas : Jurnah Ilmiah Pendidikan Dasar Manajer Pendidikan: Jurnal Ilmiah Manajemen Pendidikan Program Pascasarjana Eksakta : Berkala Ilmiah Bidang MIPA Jifosi Jurnal Assyifa: Jurnal Ilmu Kesehatan Lhokseumawe International Journal of Social Science, Educational, Economics, Agriculture Research, and Technology (IJSET) ALMUJTAMAE: Jurnal Pengabdian Masyarakat International Journal of Research in Vocational Studies (IJRVOCAS) Jurnal Algoritma Jurnal Pusat Akses Kajian Pangan dan Gizi Jurnal Manajemen Dan Akuntansi Medan Jurnal Katalisator LINGTERSA: Jurnal Linguistik, Terjemahan, Sastra JPLED Indonesian Journal of Education (INJOE) Jurnal Ilmiah Research Student JURNAL RUANG HUKUM Jurnal Pengabdian Masyarakat dan Riset Pendidikan Gudang Jurnal Pengabdian Masyarakat JURNAL MULTIDISIPLIN ILMU AKADEMIK Jurnal Pendidikan Islam The International Journal of Medical Science and Health Research Kreativasi: Journal of Community Empowerment Kayuh Baimbai: Jurnal Pengabdian Masyarakat The Indonesian Journal of General Medicine ROCE : Jurnal Pertanian Terapan Journal of Health Research and Technology Jurnal Semesta Ilmu Manajemen dan Ekonomi Jurnal Ilmu Sosial dan Humaniora Journal of Indonesian Social Sciences and Humanities Jurnal Pengabdian pada Masyarakat Interdisciplinary Explorations in Research Journal (IERJ) Journal of Political and Governance Studies Abdimerka: Jurnal Pengabdian Masyarakat Merdeka Membangun Negeri Indonesian Journal of Small Scale Farming
Imelda
Unknown Affiliation
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Public Health Social Sciences Veterinary Other

Published : 44 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Algoritma

 1 
Perbandingan Algoritma K-means, Fuzzy C-means, dan Hierarchical clustering pada Klasterisasi Tingkat Pemahaman Siswa dalam Pembelajaran Berdiferensiasi Ripai, Ahmad; Baskoro, Yudha; Imelda
Jurnal Algoritma Vol 22 No 2 (2025): Jurnal Algoritma
Publisher : Institut Teknologi Garut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33364/algoritma/v.22-2.2890

Abstract

Differentiated learning is a teaching and learning process tailored to the unique characteristics of each student. The main challenge in implementing differentiated learning lies in teachers’ difficulty in understanding the varying levels of students’ comprehension, particularly in informatics subjects. This study aims to compare the K-means, Fuzzy C-means, and Hierarchical Clustering algorithms in grouping students based on academic performance, using daily scores, knowledge, and skill scores of grade X students at SMK Citra Nusantara. The contribution of this research is the application of weighting on the parameters used to improve clustering results. The assigned weights are 0.2 for daily scores, 0.4 for knowledge, and 0.4 for skills when using three parameters, giving a smaller weight to daily scores. If only two parameters are used, the weighting is adjusted so that the total weight equals 1. The evaluation metrics applied are the Silhouette Index, Calinski-Harabasz Index, and Davies-Bouldin Index. The results show that the K-means method outperforms Fuzzy C-means and Hierarchical Clustering. The Silhouette Index is considered the most ideal because it evaluates two aspects simultaneously: cohesion (compactness within clusters) and separation (distinctness between clusters). However, a combination of the Silhouette Index, Davies-Bouldin Index, and Calinski-Harabasz Index is still required to achieve optimal results. The testing results for K-means, evaluated using the Silhouette Index, Davies-Bouldin Index, and Calinski-Harabasz Index, respectively, are 0.350125, 0.822452, and 1157.806. The best clustering outcome with two clusters categorized students into “very good” and “good” groups.
Co-Authors Ade Novita Sari Harahap Adhiba Nur Fayyad Adhitya Pradana Pakpahan Adisty Garandina Adlis Santoni Adrian Pane, Gandi Ahmad Amirul Sir Ahmad Farid Ahmad Ripai Aldy Rinaldi, Aldy Alghifari Mahdi Igamo Ali Machmud Badarudin Anggriany, Martania Ani Marlia Anita Kurnia Sari Annisa Aprella, Vena Ariba Solin Arief Armando Ariescha, Nurul Arista Purnama, Rifky Arsidin Batubara Aryanes Asmara, Gita Azwaldi Azwardi Bambang Baskoro, Yudha Buhori Connie Cutyanti, Cici Darinda Sofia Tanjung Devita Syaharani Dina Octaria Dingin Sibayang Dr. H.Jarkawi, M.M.Pd Dr. Husnul Madihah, M.Pd Dwi Dwi Yunita, Dwi Dyan Wulan Sari Hs Edison Siregar Eka Khairani Hasibuan Eka Titin Nurmala Sari Elisabet Malau, Novia Emriadi Eva Dolorosa Fajri, Nova Fakhirah Husain Fakhrurrozi Fanie Indah Manik Fathul Zannah Febrina, Shelly Feri Oswari Fernando T, Franky FITRIA NINGSIH Fitriani Gibran, Kholil Hafidhun Annas Hakam Ali Niazi Halimatusa’diah Harunurrasyid, Harunurrasyid Heka Maya Sari Br Sembiring Hendra Saputra Hendra, Adesius Herka, Sri Nadra Hidayat, Ravindra Safitra Hikmah , Maulida Husna Imro'athush Sholihah Icha Patadungan Indah Rahayu Lestari Iradhad Taqwa Sihidi Ismar Agustin Istiqlaliyah, Muthi’ah IVAN ANDRI GUNAWAN Ivanda, Riko Jufri, Qory Sidwa Kirana Bayu Saputra Kleden-Probonegoro, Ninuk Kusuma, Resin Putra Teja Laiy, Victorianus Lugianus Andika Roy, Steven Luiz Figo Resda, Valentino Lukman Martunis MAGHFIRAH Maharani Putri, Dian Mardalena Marthauli Perdede Mawar Fauzia R Misbahul Muna MUHAMMAD TEGUH, MUHAMMAD Muliyadi Mulyanti Nabilla Nadella Nathalia Ramadhanti Nazarena, Yuli Hartati Nazarena, Yunita Neti Hartaty Nida, Rahma Nisa Afinah Nisrina Nola Riski Amelia Nopi Sari Novani Maryam Rambe Nur Alifah Syahrani Nur Indri Yani Nurliasari, Suci Nursalamah Pernanda, Perdi Putri, Yunike Rahmatullah Ramadhan, Puja Rizqy Ramadhani Abustan Ratmoro, Nayumi Fadila Ratna Ningsih Retno Fuji Oktaviani Rinny Meidiyustiani Rizqa Annisa Dwiatmoko Salasa Nilawati, Nurul Salsabila, Muthia Afifah Sarinda, Maria Elsanda Riva Sartono Sartono, Sartono Silaban, Patri Sister, Maya Gian Siti Kholipah Sitti Murdiana Sri Hayati, Sri Suci Anugrah, Adis Sumarsih Suryati Syahbana, Rezky Aulianur Syarifa Atika Teja Kusuma, Resin Putra Utami Harjantini, Utami Wahyu Maulana, Wahyu Waldi Novi Yarsah Wijaya, Febri Yessi Yohana Yohanes, Vian Yuniarti, Emylia Yunika Lestaria Ningsih