Klasifikasi Kriteria Kemampuan Siswa Untuk Heterogenitas Kelompok Belajar Menggunakan Agglomerative Hierarchical Cluster Analysis

Wahyuni Suryaningtyas, Febriana Kristanti

Abstract


Research on the classification of students' ability criteria uses quantitative data. In this research, the data used was secondary data in the form of PTS Mathematics data for class VII-B SMP Muhammadiyah 10 Surabaya. Determination of classification using the Sturges' Rule method, hypothetical categorization, and agglomerative hierarchical cluster analysis. The results of the classification research obtained for each method provide different intervals to determine student ability criteria. In Sturges' Rule and agglomerative hierarchical cluster analysis, although there are differences in the resulting intervals, the number of student frequencies is almost the same for each student's ability criteria. Meanwhile, the intervals on the hypothetical categorical method give different results with different frequencies for the number of frequencies on each criterion when compared to the Sturges' Rule method and agglomerative hierarchical cluster analysis. Measuring the accuracy of classification based on the difference in the mean, median, and standard deviation values, the comparison of the accuracy of the frequency distribution table with the cluster method is more accurate than the Sturges method and hypothetical categorization. The interval resulting from the cluster analysis gave results close to the mean, median, and standard deviation of PTS grade VII-B data at SMP Muhammadiyah 10 Surabaya.

Keywords


Sturges' Rule; hypothetical categorization; agglomerative hierarchical cluster analysis

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References


Ali, I. (2021). Pembelajaran Kooperatif (Cooperative Learning) Dalam Pengajaran Pendidikan Agama Islam. 7(01).

Ansyah, R., Safitri, J., & Zwagery, R. V. (2019). Hubungan Persepsi Co-Parenting Dengan Interaksi Teman Sebaya Pada Siswa Sekolah Menengah Pertama Negeri 2 Martapura. Jurnal Kognisia, 2(1). https://doi.org/10.20527/jk.v2i1.1600

Aulia, J., & Fatichatul, F. (2017). Analisis Keaktifan Siswa Melalui Penerapan Model Teams Gamestournaments (TGT) Pada Materi Termokimia Kelas XI IPA 5 Di SMAN 15 Semarang. Proseding Seminar Nasional Pendidikan, Sains dan Teknologi. Seminar Nasional Pendidikan, Sains dan Teknologi, Universitas Muhammadiyah Semarang. https://jurnal.unimus.ac.id/index.php/psn12012010/article/view/3086

Dewi, A. F., & Ahadiyah, K. (2022). Agglomerative Hierarchy Clustering Pada Penentuan Kelompok Kabupaten/Kota di Jawa Timur Berdasarkan Indikator Pendidikan. Zeta - Math Journal, 7(2), 57–63. https://doi.org/10.31102/zeta.2022.7.2.57-63

Endy Suherman, Ermatita, E., & Sukemi, S. (2019). Agglomerative Hierarchical Clustering Dengan Berbagai Pengukuran Jarak Dalam Mengklaster Daerah Berdasarkan Tingkat Kemiskinan. 5(01).

Fadliana, A., & Rozi, F. (2015). Penerapan Metode Agglomerative Hierarchical Clustering Untuk Klasifikasi Kabupaten/Kota Di Provinsi Jawa Timur Berdasarkan Kualitas Pelayanan Keluarga Berencana. CAUCHY: Jurnal Matematika Murni dan Aplikasi, 4(1). https://doi.org/10.18860/ca.v4i1.3172

Hermanto, R., & Harimurti, R. (2017). Penerapan Model Pembelajaran Student Centered Learning Berbasis Media Pembelajaran Google For Education Untuk Meningkatkan Hasil Belajar Siswa Pada Bidang Kejuruan Multimedia SMK Negeri 3 Surabaya. IT-Edu : Jurnal Information Technology and Education, 2(01). https://ejournal.unesa.ac.id/index.php/it-edu/article/view/20239

Krishnan, S. (2015). Student-Centered Learning in a First Year Undergraduate Course. International Journal of Learning, Teaching and Educational Research, 11(02). https://www.ijlter.org/index.php/ijlter/article/view/353

Luka, S. S. P., Candiasa, I. M., & Aryanto, K. Y. E. (2019). Analisis Pembentukan Kelompok Diskusi Panel Siswa Menggunakan Algoritma Fuzzy C-Means Dan K-Means. Jurnal Pendidikan Teknologi dan Kejuruan, 16(2). https://ejournal.undiksha.ac.id/index.php/JPTK/article/view/18913

Nur Hadi, S., & Juliani Noor, A. (2013). Keefektifan Kelompok Belajar Siswa Berdasarkan Sosiometri dalam Menyelesaikan Soal Cerita Matematika di SMP. EDU-MAT: Jurnal Pendidikan Matematika, 1(1). https://doi.org/10.20527/edumat.v1i1.564

Parahita, I. N., Santiyadnya, N., & Sutaya, I. W. (2019). Learning Community Untuk Meningkatkan Hasil Belajar Perawatan PC. Jurnal Pendidikan Teknik Elektro Undiksha, 8(3). https://doi.org/10.23887/jjpte.v8i3.23977

Sari, W. M., Darnius, O., & Sembiring, P. (2018). Perbandingan Keakuratan Dari Model Tabel Distribusi Frekuensi Berkelompok Antara Metode Sturges Dan Metode Scott. Talenta Conference Series: Science and Technology (ST), 1(1), 001–009. https://doi.org/10.32734/st.v1i1.182

Wati, F., & Rivilla, S. R. (2017). Penerapan Model Pembelajaran Kooperatif Pada Mata Pelajaran Matematika Berdasarkan Kurikulum 2013 Di Kelas VII SMPN 13 Banjarmasin. Jurnal Pendidikan Matematika, 2(2), 83. https://doi.org/10.18592/jpm.v2i2.1176

Wibowo, N. (2016). Upaya Peningkatan Keaktifan Siswa Melalui Pembelajaran Berdasarkan Gaya Belajar Di SMK Negeri 1 Saptosari. Elinvo (Electronics, Informatics, and Vocational Education), 1(2), 128–139. https://doi.org/10.21831/elinvo.v1i2.10621


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DOI: http://doi.org/10.25273/jipm.v12i1.15920

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