Analysis of the Application of Transaction Data with Association Techniques using the Apriori Algorithm in Pharmacy

Wahyudi Nasutioni; Dodo Zaenal Abidin; Errissya Rasywir

doi:10.35145/jabt.v4i3.141

Wahyudi Nasutioni Universitas Dinamika Bangsa
Dodo Zaenal Abidin Universitas Dinamika Bangsa
Errissya Rasywir Universitas Dinamika Bangsa

DOI: https://doi.org/10.35145/jabt.v4i3.141

Keywords: Analysis, Data Mining, Pharmacy, Association, Transaction

Abstract

The development of information technology influences the rapid growth in the amount of data collected and stored in large t. Dimas Pharmacy, located at Jl. Segara Kec. Nipah Panjang is one of the public health services that sells various medicines, medical devices, and so on. This study is expected to provide positive benefits for owners of Dimas Nipah Panjang Pharmacy in Providing information about the pattern of medicine purchases made by consumers and Facilitating pharmacy owners to know the available medicine supplies in the warehouse so as not to experience emptiness when needed. Problem Formulation, Literature Study, Data Collection, Calculation and Analysis of Associations with Priori Algorithms, Results Evaluation and Analysis and Report Making. Based on the results of interviews and observations that have been made, the authors obtain data from the Dimas Pharmacy sales transaction. Data held ± 1000 sales transaction data for the period of May and June. But the author only entered 216 sales transactions in May and 141 sales transactions in June. After knowing the method of data selection, the authors conducted data selection by taking 6 items of significant data specifications in certain contexts, namely Anti Serotonin / Allergy, Antacid / Ulcer, Antibiotics, Antipyretics, Inflammation, Hypertension Each of these items had different brands. From these results it can be explained that the sales transaction of the Dimas Pharmacy in May and June generates or generates relationships between shopping product items. With the calculation of the Apriori Association Algorithm, a Market Basket Analysis relationship was found between Medicinal Pronicy and Dexa items. With the Rule "IF Buy Pronicy, THEN Buy Dexa". The rule is generated from the highest support and confident values of the overall support and confident items. The highest support value is 0.15 and the highest confident value is 0.5 ".

References

Aini, Putri, Iwan Purnama, and Deci Irmayani. 2020. “Sistem Informasi Penjualan Handphone Dan Accessories Pada Toko Nisa Ponsel Berbasis Web.” Journal of Computer Science and Information Systems 1(1): 19–23.

Assegaff, Setiawan, Errissya Rasywir, and Yovi Pratama. 2023. “Experimental of Vectorizer and Classifier for Scrapped Social Media Data.” 21(4): 815–24.

Devi, Akwan Sunoto, and Hendrawan. 2020. “Perancangan Sistem Informasi Penjualan Pada.” Jurnal Ilmiah Mahasiswa Sistem Informasi 2(2): 133–44.

Dodo Zaenal Abidin et al. 2019. “A Model of Preprocessing For Social Media Data Extraction.” In 2019 International Conference on Informatics, Multimedia, Cyber and Information System (ICIMCIS), IEEE, 1346–58.

Fachruddin et al. 2020. “Analisis Usability Pada Implementasi Sistem Pengelolaan Keuangan Masjid Menggunakan USE Questionnaire.” Jurnal Media Informatika Budidarma 4: 1216–24. https://ejurnal.stmik-budidarma.ac.id/index.php/mib/article/view/2520.

Felzenszwalb, Pedro F, Ross B Girshick, David Mcallester, and Deva Ramanan. 2009. “Object Detection with Discriminatively Trained Part Based Models.” IEEE Transactions on Pattern Analysis and Machine Intelligence 32(9): 1–20. http://cs.brown.edu/~pff/papers/lsvm-pami.pdf.

Gho, Evita, Dodo Zaenal Abidin, and Errissya Rasywir. 2013. “Analisis Dan Penerapan Data Mining Pada Transaksi Penjualan Obat Menggunakan Algoritma Apriori Di Apotek Persijam.” Teknik Informatika STIKOM Dinamika Bangsa: 56–64.

Hartiwi, Yessi, Errissya Rasywir, Yovi Pratama, and Pareza Alam Jusia. 2020. “Sistem Manajemen Absensi Dengan Fitur Pengenalan Wajah Dan GPS Menggunakan YOLO Pada Platform Android.” Jurnal Media Informatika Budidarma 4: 1235–42. https://garuda.kemdikbud.go.id/documents/detail/1897995.

Idam, Firdaus, Agus Junaidi, and Popon Handayani. 2019. “Pemilihan Karyawan Terbaik Menggunakan Metode Profile Matching Pada PT. Surindo Murni Agung.” Jurnal Infortech 1(1): 21–27.

Informatika, Jurnal, Dan Rekayasa, Komputer Jakakom, Di Apotek, et al. 2022. “Implementasi Data Mining Untuk Menentukan Persediaan Stok Obat Jurnal Informatika Dan Rekayasa Komputer ( JAKAKOM ).” 1(April): 155–60.

Informatika, Jurnal, Dan Rekayasa, Komputer Jakakom, Kartu Telkomsel, et al. 2022. “Penerapan Data Mining Algoritma Naive Bayes Clasifier Untuk Mengetahui Minat Beli Pelanggan Terhadap Jurnal Informatika Dan Rekayasa Komputer ( JAKAKOM ).” 1(April): 149–54.

Jang, Beakcheol, and Hyunjung Kim. 2019. “Indoor Positioning Technologies without Offline Fingerprinting Map: A Survey.” IEEE Communications Surveys and Tutorials 21(1): 508–25.

Jiawei, Xu, and Tomohiro Murata. 2019. “Stock Market Trend Prediction with Sentiment Analysis Based on LSTM Neural Network.” Lecture Notes in Engineering and Computer Science 2239: 475–79.

Lestari, Febriani Gita, and Suroto. 2020. “Sistem Informasi Penjualan Handphone Online Di Toko Bbenk Shop Batam Berbasis Smartphone Android.” 10(2).

Manurung, Efrika, and Penda Sudarto Hasugian. 2019. “Data Mining Tingkat Pesanan Inventaris Kantor Menggunakan Algoritma Apriori Pada Kepolisian Daerah Sumatera Utara.” Journal of Informatic Pelita Nusantara 4(2): 8–13.

Pada, Usaha et al. 2022. “Membangun Kesadaran Kemandirian Dengan Inovasi Dan Kreatifitas.” Jurnal Abdi Masyarakat Multidisiplin 1(1): 62–65.

Pratama, Yovi, and Errissya Rasywir. 2019. “Automatic Cost Estimation Analysis on Datawarehouse Project with Modified Analogy Based Method.” Proceedings of 2018 International Conference on Electrical Engineering and Computer Science, ICECOS 2018: 171–76.

Priandika, Adhie Thyo, Afitra Tanthowi, and Donaya Pasha. 2022. “Permodelan Sistem Pembayaran SPP Berbasis Sms Gateway Pada SMK Negeri 1 Bandar Lampung.” Journal of Engineering and Information Technology for Community Service 1(1): 21–25.

Ramadiani, Ramadiani, and Auliana Rahmah. 2019. “Sistem Pendukung Keputusan Pemilihan Tenaga Kesehatan Teladan Menggunakan Metode Multi-Attribute Utility Theory.” Register: Jurnal Ilmiah Teknologi Sistem Informasi 5(1): 1.

Renfro, Brent A. et al. 2019. “An Analysis of Global Positioning System (GPS) Standard Positioning System (SPS) Performance for 2018.” Tr-Sgl-19-02.

Rodrigues, Anisha P. et al. 2022. “Real-Time Twitter Spam Detection and Sentiment Analysis Using Machine Learning and Deep Learning Techniques.” Computational Intelligence and Neuroscience 2022.

Rohmah, A, F Sembiring, and ... 2021. “Implementasi Algoritma K-Means Clustering Analysis Untuk Menentukan Hambatan Pembelajaran Daring (Studi Kasus: Smk Yaspim ….” … Sistem Informasi dan …: 290–98.

Sadewo, Mhd Gading, Agus Perdana Windarto, and Anjar Wanto. 2018. “Penerapan Algoritma Clustering Dalam Mengelompokkan Banyaknya Desa/Kelurahan Menurut Upaya Antisipasi/ Mitigasi Bencana Alam Menurut Provinsi Dengan K-Means.” KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) 2(1): 311–19.

Sari, Viny Novika, Lola Yorita Astri, and Errissya Rasywir. 2020. “Analisis Dan Penerapan Algoritma Naive Bayes Untuk Evaluasi.” Jurnal Ilmiah Mahasiswa Teknik Informatika 2(1): 53–68.

Suhardjo, S., Renaldo, N., Sevendy, T., Yladbla, D., Udab, R. N., & Ukanahseil, N. (2023). Accounting Skills, Digital Literacy, and Human Literacy on Work Readiness of Prospective Accountants in Digital Technology Disruption Era. Reflection: Education and Pedagogical Insights, 1(3), 106–115. http://firstcierapublisher.com/index.php/reflection/article/view/48

Suherman, Yanni, and Nada Erien Azandra. 2019. “Sistem Informasi Penjualan Aksesories Dan Servis Handphone Berbasis Web.” Jurnal Sistem Informasi Dan Manajemen Informatika 6(2): 201–7.

Suyono, Renaldo, N., Andi, Hocky, A., Suhardjo, Purnama, I., & Suharti. (2022). Training on the use of statistical software to improve teacher class action research performance at the Kerinci Citra Kasih Foundation. International Journal of Advanced Multidisciplinary Research and Studies, 2(4), 575–578.

Tamtelahitu, Trientje Marlein. 2020. “Komparasi Algoritma Clustering Dengan Dataset Penyebaran Covid-19 Di Indonesia Periode Maret-Mei 2020.” Jurnal Teknologi Technoscientia 13(1): 27–34.

Wu, Zhan et al. 2020a. “MD-NDNet: A Multi-Dimensional Convolutional Neural Network for False-Positive Reduction in Pulmonary Nodule Detection.” Physics in Medicine & Biology 65(23): 235053. https://dx.doi.org/10.1088/1361-6560/aba87c.

———. 2020b. “MD-NDNet: A Multi-Dimensional Convolutional Neural Network for False-Positive Reduction in Pulmonary Nodule Detection.” Physics in Medicine & Biology 65(23): 235053. https://dx.doi.org/10.1088/1361-6560/aba87c.

Yahya, Abdullah, Abdullah Amer, and Tamanna Siddiqui. 2020. “Detection of Covid-19 Fake News Text Data Using Random Forest and Decision Tree Classifiers.” International Journal of Computer Science 18(12): 88–100.

Yuli Mardi. 2019. “Data Mining : Klasifikasi Menggunakan Algoritma C4 . 5 Data Mining Merupakan Bagian Dari Tahapan Proses Knowledge Discovery in Database ( KDD ) . Jurnal Edik Informatika.” Jurnal Edik Informatika 2(2): 213–19.