Implementation of the C45 Algorithm in Classifying Classes
DOI:
https://doi.org/10.35335/mandiri.v10i2.92Keywords:
C45, Data Mining, Decision Tree, ClasificationAbstract
Mts Swasta YPII Kotarih is one of the educational institutions which in its implementation classifies several classes for students, one of which is the superior class. However, in practice, each person is still selected based on the rank in each class, making the classification process less accurate and efficient, a computerized classification technique is needed in its implementation, the classification technique used by Data Mining is the c4.5 algorithm that works with the Decision tree to find the highest gain value from each criterion existing criteria, the criteria used in this study are the subjects of Q. Hadith, Akidah, Fiqh, SKI, Arabic, Tahfizh, General research results show that from There are 3 criteria that are most influential in the classification process, namely General, Arabic, Fiqh, implemented in the form of a computerized system. Based on the research results, the highest gain value is the highest gain is General with a value of 0.3629, so that the general attribute becomes node 1 or the root of the decision tree. second highest gain B.Arabic attribute, with a gain value of 1.7189, and the third highest gain is Fiqh with a value of 0.3486.
References
Al Syahdan, S., & Sindar, A. (2018). Data mining penjualan produk dengan metode apriori pada Indomaret Galang Kota. Jurnal Nasional Komputasi Dan Teknologi Informasi (JNKTI), 1(2).
Arta, I. K. J., Indrawan, G., & Dantes, G. R. (2017). Data Mining Rekomendasi Calon Mahasiswa Berprestasi Di Stmik Denpasar Menggunakan Metode Technique For Others Reference By Similarity To Ideal Solution. JST (Jurnal Sains Dan Teknologi), 5(2).
Asroni, A., Fitri, H., & Prasetyo, E. (2018). Penerapan Metode Clustering dengan Algoritma K-Means pada Pengelompokkan Data Calon Mahasiswa Baru di Universitas Muhammadiyah Yogyakarta (Studi Kasus: Fakultas Kedokteran dan Ilmu Kesehatan, dan Fakultas Ilmu Sosial dan Ilmu Politik). Semesta Teknika, 21(1), 60–64.
Handoko, K. (2016). Penerapan Data Mining dalam Meningkatkan Mutu Pembelajaran Menggunakan Metode K-MEANS Clustering. Jurnal Nasional Teknologi Dan Sistem Informasi, 2(3), 31–40.
Iriadi, N., & Nuraeni, N. (2016). Kajian penerapan metode klasifikasi data mining algoritma C4. 5 untuk prediksi kelayakan kredit pada Bank Mayapada Jakarta. Jurnal Teknik Komputer, 2(1), 132–137.
ISWATI, W. (n.d.). PENERAPAN DATA MINING DENGAN ALGORITMA C4. 5 DALAM PREDIKSI PENJUALAN PADA TOKO DESHOP CIKARANG.
Karsito, K., & Sari, W. M. (2019). Prediksi Potensi Penjualan Produk Delifrance Dengan Metode Naive Bayes Di Pt. Pangan Lestari. Jurnal SIGMA, 9(1), 67–78.
Nasrullah, A. H. (2018). Penerapan Metode C4. 5 untuk Klasifikasi Mahasiswa Berpotensi Drop Out. ILKOM Jurnal Ilmiah, 10(2), 244–250.
Putra, R. R., & Wadisman, C. (2018). Implementasi Data Mining Pemilihan Pelanggan Potensial Menggunakan Algoritma K Means. INTECOMS: Journal of Information Technology and Computer Science, 1(1), 72–77.
Renhoran, B. S., Nurhandayani, N., & Septiana, L. (2018). Penerapan Algoritma C4. 5 Untuk Menentukan Data Stok Dan Target Permintaan Material Yang Paling Dibutuhkan Gudang Logistik Pada PT. PLN (Persero) Area Kebon Jeruk. INTI Nusa Mandiri, 12(2), 13–20.
Saputra, N. E., Tania, K. D., & Heroza, R. I. (2016). Penerapan Knowledge Management System (KMS) Menggunakan Teknik Knowledge Data Discovery (KDD) Pada Pt Pln (Persero) Ws2jb Rayon Kayu Agung. JSI: Jurnal Sistem Informasi (E-Journal), 8(2).
SAWITRI, D. (2019). Revolusi Industri 4.0: Big Data Menjawab Tantangan Revolusi Industri 4.0. Jurnal Ilmiah MAKSITEK, 4(3).
Septiani, W. D. (2017). Komparasi Metode Klasifikasi Data Mining Algoritma C4. 5 Dan Naive Bayes Untuk Prediksi Penyakit Hepatitis. Jurnal Pilar Nusa Mandiri, 13(1), 76–84.
Suntoro, J. (2019). Data Mining: Algoritma dan Implementasi dengan Pemrograman PHP. Elex Media Komputindo.
Sutoyo, I. (2018). Implementasi Algoritma Decision Tree Untuk Klasifikasi Data Peserta Didik. Jurnal Pilar Nusa Mandiri, 14(2), 217–224.
A, T. P. (2020). Factory Layout Redesign With Lean Manufacturing And Simulated Annealing Algorithm At PT. XYZ. Journal Basic Science and Technology, 9(3), 94-99.
Andreasen Provicnius Chaidir. (2020). Flexible Supply Chain Network Design For CPO Derivatives. Journal Basic Science and Technology, 9(3), 86-93
Cheremisinoff, P. N., & Ellerbusch, F. (1978). Carbon adsorption handbook. Ann Arbor Science Publishers.
Clague, A. D. H., Donnet, J. B., Wang, T. K., & Peng, J. C. M. (1999). A comparison of diesel engine soot with carbon black. Carbon, 37(10), 1553–1565.
Fathurrahman, F. (2020). Evaluation Of The Design Of Auxiliary Equipment At The Back Printing Station With Ergonomic Approach. Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(1), 18–22
Fathurrahman, F. (2020). Evaluation Of The Design Of Auxiliary Equipment At The Back Printing Station With Ergonomic Approach. Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(1), 18–22
Fu, F., & Wang, Q. (2011). Removal of heavy metal ions from wastewaters: a review. Journal of Environmental Management, 92(3), 407–418.
Jankowska, H., Swiatkowski, A., Świątkowski, A., & Choma, J. (1991). Active carbon. Ellis Horwood Limited.
Khopkar, S. M., & Saptorahardjo, A. (2003). Konsep dasar kimia analitik. Penerbit Universitas Indonesia (UI-Press).
Lartey, R. B., Acquah, F., & Nketia, K. S. (1999). Developing national capability for manufacture of activated carbon from agricultural wastes. Ghana Eng, 3, 45–50.
Marsh, H., & Rodriguez-Reinonso, F. (2006). Activated carbon Elsevier Science & Technology Books. Amsterdam, 89–100.
Mat, B. Z. (1995). Chitin and Chitosan. Malaysia: University kebangsaan Malaysia.
Mopoung, S. (2008). Surface image of charcoal and activated charcoal from banana peel. Journal of Microscopy Society of Thailand, 22, 15–19.
Mopoung, S. (2011). Occurrence of carbon nanotube from banana peel activated carbon mixed with mineral oil. International Journal of Physical Sciences, 6(7), 1789–1792.
Najma. (2012). Pertumbuhan Nanokarbon Menggunakan Karbon Aktif dari Limbah Kulit Pisang dengan Metode Pirolisis Sederhana dan Dekomposisi Metana. In Skripsi.
Pinem, B. R. (2021). Simulation Of Combined Air-Ground And Solar Heat Exchange System In The Test Room Using CFD. Journal Basic Science and Technology, 10(1), 17-27.
Purba, A. S. E. (2020). Comparison Analysis Of Cost And Time In Situ Concrete Implementation Method With Pre Cast. Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(2), 46–52
Rahardja, U., Lutfiani, N., Sudaryono, S., & Rochmawati, R. (2020). The Strategy of Enhancing Employee Reward Using TOPSIS Method as a Decision Support System. IJCCS (Indonesian Journal of Computing and Cybernetics Systems), 14(4), 387–396.
Roy, G. M. (1994). Activated carbon applications in the food and pharmaceutical industries. CRC press.
Saimara, M. (2020). Design Of Tumor Image Data Server Aplication Using ITK Library (Insight Toolkit). Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(2), 38–45
Sari, I. P. (2020). Study Of Signal Quality Relationship On The Number Of Clusters And Propagation Parameters In Mobile Comumunication . Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(2), 53–58
Siregar, M. Z., & Ansari, A. (2020). Penggunaan Katalis Fe Terhadap Karbon Aktif Cangkang Kelapa Sawit Dan Karbon Aktif Sekam Padi Pada Proses Impregnasi. Jurnal VORTEKS, 1(1), 13–19.
Siregar, M. Z., Alfian, Z., Agusnar, H., & Marpaung, H. (2015). Preparation and Characterization Carbon Nanotubes–Chitosan Nanocomposite by Using Oil Palm Shell and Horseshoe Crab Shell. International Journal of Advanced Research in Chemical Science (IJARCS) Volume, 2, 6–13.
Sitorus, M. (2009). Spektroskopi elusidasi struktur molekul organik. Graha Ilmu, Yogyakarta, 29–39.
Sivakumar, V. M., Abdullah, A. Z., Mohamed, A. R., & Chai, S.-P. (2011). Optimized parameters for carbon nanotubes synthesis over Fe and Ni catalysts VIA methane CVD. Rev. Adv. Mater. Sci, 27, 25–30.
Snoeck, J.-W., Froment, G. F., & Fowles, M. (1997). Kinetic study of the carbon filament formation by methane cracking on a nickel catalyst. Journal of Catalysis, 169(1), 250–262.
Tan, C. W., Tan, K. H., Ong, Y. T., Mohamed, A. R., Zein, S. H. S., & Tan, S. H. (2012). Energy and environmental applications of carbon nanotubes. Environmental Chemistry Letters, 10(3), 265–273.
Telaumbanua, J. J. P. (2020). Using Fly Ash And Bottom Ash Boiler Of Palm Oil Factories As Adsorbents For Adsorption Of Color In Artificial Liquid Waste. Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(2), 59–67
Triyana, M., & Sarma, T. (2003). Arang Aktif (Pengenalan dan Proses Pembuatanya). Jurnal Skripsi.
Ulrich, M. (2006). Inorganic structural chemistry.
Wahyudi, I. . (2020). Design Of Dipole Microstrip Antenna With Cohen-Minkowski Fractal For 433 433 Mhz Frequency. Jurnal Mekintek : Jurnal Mekanikal, Energi, Industri, Dan Teknologi, 11(2), 29–37.
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