Implementation of Data Mining in Determining Drug Supply Using the C4.5 Algorithm Case Study at Sambirejo Community Health Center Rejang Lebong Regency
Keywords:
Data Mining, Medicine Supplies, C4.5 algorithmAbstract
Sambirejo Community Health Center is one of the community health service centers located in Sambirejo Village, Selupu Rejang District, Rejang Lebong Regency. Like health service centers in general, the Sambirejo Community Health Center provides health services to the community every day. Based on this, the Sambirejo Community Health Center needs a tool for data processing for drug calculations that can make it easier for officers to calculate the drugs. There is a classification of diseases that is used to determine which drugs are frequently used/used. The data processing technique required by the Community Health Center in the classification of drug calculations is Data Mining and the C4.5 Algorithm method, so that the calculation of drugs used for prescribing to patients can be easily calculated and the C4.5 Algorithm is suitable for the classification method and the formation of a dsicon tree or calculation tree. From the problem above, the author is interested in raising a research topic, namely: "Implementation of Data Mining in Determining Drug Supplies Using the C4.5 Algorithm. Case Study at Sambirejo Health Center, Rejang Lebong Regency. This research method is the basis for this research using data mining techniques with the C4.5 algorithm. The second step is to calculate the total data consisting of (66) and the total data based on Small 40 and Large 26. Then group and calculate all the total attributes stored in the “Amount” column and the “Attribute” total are based on the number of uses stored in the “Large” and “Small” columns. Based on the problem formulation and discussion above, it can be concluded: 1. From the decision tree formed, information was obtained that the main factors influencing drug use are supply, usage, followed by the size of the drug use depending on the prescription given by the Sambirejo Community Health Center doctor. 2. From the results of the Entropy and Gain calculations above, it was found that the highest number of drug uses was the Multivitamin type of drug and the smallest was the Anatesi drug type. 3. From the Entropy and Gain calculations, a Decision Tree is formed as in Figure 4.2, the final result of the Node 1.1 calculation
References
, A., Hary Syahbana, M. Fahri Akbar, Marselino Syahputra, & Liza Efriyanti. (2023). Pemodelan Decision Modeling on Clothing Model Selection of Female Students of UIN Bukittinggi. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(2), 93–108. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/517
Adam,rian. “mengenal google colab”. Http://structilmy.com/2019/05 mengenal-google-colab/,diakses pada 13 februari 2023 pukul 15.30 wib.
Alkhairi & windarto.2019.algoritma C4.5 untuk prediksi penjualan obat pertanian di toko dewi sri.jurnal seminar nasional inovasi teknologi.109-144
Alwendi, & Andi Saputra Mandopa. (2023). Aplikasi Fuzzy Mamdani Untuk Menentukan Tingkat Keberhasilan Dosen . SMART : Jurnal Teknologi Informasi Dan Komputer, 2(2), 59–66. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/275
Alwendi, & Andi Saputra Mandopa. (2023). Penerapan Association Rule Untuk Menentukan Lama Studi Mahasiswa di Universitas Graha Nusantara Padangsidimpuan. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 13–22. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/184
Anggraini, I., & Parwanto Kurniawan, M. (2022). Perancangan dan Pembuatan Media Pembelajaran Ragam Budaya Pulau Jawa untuk Sekolah Dasar Muhammadiyah Condongcatur Yogyakarta. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(1), 1–8. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/818
Arman, A., Nelfira, N., Dilson, D., Sotar, S., & Afdal , R. A. . . (2023). Sistem Informasi Bimbingan Konseling Berbasis Web Pada SMP Negeri 4 Batang Anai: . SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 1–12. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/173
Arman, A., Ratih Purwarsih, Rizki Rafif Sunni, & Devi Yuliana. (2023). Sistem Informasi Pemesanan Tiket Kapal Pada PT. Mentawai Fast Berbasis Web: . SMART : Jurnal Teknologi Informasi Dan Komputer, 2(2), 79–92. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/492
Aulia Faradilla Jasmine, Ida Nurlela, Jenyta Primaranti, Satria Valerian Shari, & Riya Widayanti. (2024). Measuring Contingency Factors in the Application of Knowledge Management in the XYZ College Session Management System Process. SMART : Jurnal Teknologi Informasi Dan Komputer, 3(1), 29–44. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/792
Ayub Dwi Saputra, M. (2022). Design and Build an Android-Based Student Attendance System Using LBS and Qrcode at IAIN Salatiga. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(2). Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/816
Bimantara, S., & , I. A. (2022). Rancang Bangun Jaringan Nirkabel dengan Metode Authentication Login Hotspot Mengunakan Router Mikrotik di Kantor Balai Desa Tamanan. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(1), 19–27. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/820
Febriana putri dewanti dkk.2022.prediksi persediaan obat untuk proses penjualan menggunakan metode decision tree pada apotik. Dalam jurnal tikomsin, vol, no, 1, april
Firmanda, A. ., Yulifda Elin Yuspita, & Misdar. (2024). The Effect of Using the Quizizz Application to Improve Learning Achievement of Informatics Students. SMART : Jurnal Teknologi Informasi Dan Komputer, 3(1), 1–10. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/522
Gufron Faza, M., & Desmiany Duri, I. (2022). Pembuatan Game Petualangan “Runaway” Berbasis Android. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(1), 28–33. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/822
Han, j.,et al 2012. Penerapan algoritma C4.5 untuk menentukan data stok dan target permintaan material yang paling dibutuhkan gudang logistik pada pt pln (persero) area kebon jeruk.dalam jurnal inti nusa mandiri. Vol. 12. No. 2 februari 2018 issn: 0216-6933
Harahap, N. A., Hardianto, H., Tambunan, F. ., Lutfiyani , N. ., & Samosir , S. Y. G. . (2022). Risk Management Analysis of Banana Chips Sellers in Pematang Johar Village. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(2), 31–36. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/149
Hari, F. H. P., & Azka, A. A. A. (2023). Development of Web-based Mail Management Application at Sekolah Tinggi Kesehatan Al-Fatah Bengkulu. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 39–48. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/215
Hasket, 2020. Pengembangan aplikasi perhitungan prediksi stock motor men ggunakan algoritma C4.5 sebagai bagian dari sistem pengambilan keputusan (studi kasus di saudara motor)dalam jurnal inovtek polbeng - seri informatika, vol. 3, no. 1 , juni 2018. Penerapan data mining untuk prediksi penjualan alat medis menggunakan algoritma C4.5 pt. Murni indah sentosa. Dalam jurnal 70. Infosys journal, vol 5 no 1 agustus 2020, hlm 70-82 issn : 2087-3085
Imam Ainudin Pirmansah. (2024). The Effect of Combining Rig Joint and Blendshape Methods on Faces to Increase Efficiency in 3D Animation. SMART : Jurnal Teknologi Informasi Dan Komputer, 3(1), 19–28. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/784
Karfindo, & Turaina, R. Transparansi Proses Belajar Mengajar dalam Upaya Peningkatan Kualitas Pendidikan dengan Menggunakan AT-MOL. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 29–34. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/188
Khairunnisyah, K., & Reka Dwi Saputra. (2023). Perancangan Sistem Informasi Rekam Medis Kunjungan Rawat Jalan Menggunakan Microsoft Visual Basic 6.0. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(2), 49–58. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/255
Larose & larose, 2020. Aplikasi sistem pendukung keputusan menggunkaan algoritma c4.5. Untuk penjurusan sma. Dalam jurnal simantec. Vol. 5, no. 2 juni 2016
Mandopa, A. S. (2023). Analysis of Problem-Based Learning Models in Mathematics Using Two Variables. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 23–28. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/185
Murlena & Diwi Apriana, 2022. Penerapan Data Mining untuk memprediksi ketersediaan stok HNI HPAI menggunakan algoritma C.45.
Murlena & wandi syahindra. 2020. Data mining pengolahan penempatan library books menggunakan metode association rule dengan algoritma apriori dalam jurnal instek (informasi dan teknologi). Volume 5 nomor. 2, oktober 2020.
Nur Fadila, R., & Ramadani, N. . (2022). Gambaran Penggunaan Aplikasi Primary Care BPJS di Puskesmas Lingkar Barat. SMART : Jurnal Teknologi Informasi Dan Komputer, 1(1), 9–18. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/819
Prabowo, B. W., & Reza Firdaus. (2024). Design Of A Financial Information System Based On Embarcadero RAD STUDIO XE2 At Ino Motor Tanjungpandan. SMART : Jurnal Teknologi Informasi Dan Komputer, 3(1), 11–18. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/760
Pracoyo, 2019. “efficiency of decision trees in predicting student’s academic performance”, computer science & information technology (cs & it) doi: 10.5121/csit.2011.1230. 1: 5-8, 2011.
Ratih Purwasih, Wahyudi, Liranti Rahmelina, & Melya Ramadina. (2023). E-Learning of English Subject Using Demonstration Discussion Method at MAN 2 Solok. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(2), 67–78. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/490
Rerung, 2018. Analisa data rekam medis untuk menentukan penyakit terbanyak berdasarkan international classification of disease (icd) menggunakan decision tree c4.5 (studi kasus : rsu. Cbmc padang). Upi yptk padang
Saputra, H., Trianda, M. ., Elizamiharti, E., Stephane, I. ., Meta, M. R. ., & Rajab, R. (2023). E-Commerce Pada Pasar Kerajinan Seni UMKM Batung Taba, Padang Sumatera Barat. SMART : Jurnal Teknologi Informasi Dan Komputer, 2(1), 35–38. Retrieved from https://journal.bengkuluinstitute.com/index.php/smart/article/view/199
Vulandari s. , 2019. Penerapan algoritma C4.5 untuk penentuan ketersediaan barang e-commerce. Dalam jurnal. Indonesian journal of information systems (ijis) vol. 1, no. 1, agustus 2018
Witten. 2019. Data mining : klasifikasi menggunakan algoritma C4.5. Dalam jurnal. Rekamedik informatika penelitian bidang komputer sains dan pendidikan informatika v2.i2(213-219
Downloads
Published
Issue
Section
License
Authors who publish with JANGTEK JURNAL : Teknologi Informasi dan Ilmu Komputer agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0) that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (See The Effect of Open Access).