Implementasi Association Rule Mining pada Data Penjualan Buku UB Press Menggunakan Algoritma FP-Growth
Kata Kunci:
association rule mining, FP-Growth, data mining, UB Press, CRISP-DM, data transaksi penjualanAbstrak
Naskah ini akan diterbitkan pada Konferensi Internasional ICOMMIT
Referensi
Aditiya, R., & Defit, S. (2020). Prediksi Tingkat Ketersediaan Stock Sembako Menggunakan Algoritma FP-Growth dalam Meningkatkan Penjualan. Jurnal Informatika Ekonomi Bisnis, 2(3), 67–73. https://doi.org/10.37034/infeb.v2i3.44
Aldino, A. A., Pratiwi, E. D., Setiawansyah, Sintaro, S., & Putra, A. D. (2021). Comparison of Market Basket Analysis to Determine Consumer Purchasing Patterns Using Fp-Growth and Apriori Algorithm. 2021 International Conference on Computer Science, Information Technology, and Electrical Engineering, ICOMITEE 2021, 29–34. https://doi.org/10.1109/ICOMITEE53461.2021.9650317
Alfiyanti, I., Khairani, D., Hulliyah, K., Muslimin, J., Fahrianto, F., & Ningsih, N. I. D. (2023). Analyzing Radicalism-Related Conversation Patterns on Twitter: A Comparative Study of Association Rules with Apriori and FP-Growth Algorithms. 11th International Conference on Cyber and IT Service Management (CITSM 2023). https://doi.org/10.1109/CITSM60085.2023.10455493
Amanda, U. R., & Utomo, D. P. (2021). Penerapan Data Mining Algoritma Hash Based Pada Data Pemesanan Buah Impor Cv. Green Uni Fruit. Nasional Teknologi Informasi Dan Komputer), 5(1). https://doi.org/10.30865/komik.v5i1.3653
Arivazhagan, B., Pandikumar, S., Sethupandian, S. B., & Subramanian, R. S. (2022). Pattern Discovery and Analysis of Customer Buying Behavior Using Association Rules Mining Algorithm in E-Commerce. 1st International Conference on Electrical, Electronics, Information and Communication Technologies (ICEEICT 2022). https://doi.org/10.1109/ICEEICT53079.2022.9768473
Asana, I. M. D. P., Ginantra, N. L. W. S. R., Parwita, W. G. S., Krismentari, N. K. B., & Meinarni, N. P. S. (2021). Penerapan Apriori Hybrid Pada Transaksi Penjualan Barang. JURNAL MEDIA INFORMATIKA BUDIDARMA, 5(4), 1624–1632. https://doi.org/10.30865/mib.v5i4.3350
Bahaweres, R. B., & Nugrahanti, D. A. (2022, September 21). Implementation of Text Association Rules about Terrorism on Twitter in Indonesia. The 10th International Conference on Cyber and IT Service Management (CITSM 2022). https://doi.org/10.1109/CITSM56380.2022.9935864
Fitria, R., Nengsih, W., & Qudsi, D. H. (2017). Implementasi Algoritma FP-Growth Dalam Penentuan Pola Hubungan Kecelakaan Lalu Lintas. Jurnal Sistem Informasi, 13(2), 118–124. https://doi.org/10.21609/jsi.v13i2.551
Gunadi, G., & Sensuse, I. D. (2012). Penerapan Metode Data Mining Market Basket Analysis terhadap Data Penjualan Buku dengan Algoritma (FP-Growth) : Studi Kasus Percetakan PT. Gramedia. Jurnal TELEMATIKA MKOM, 4(1).
Hossain, M., Sattar, A. H. M. S., & Paul, M. K. (2019). Market Basket Analysis Using Apriori and FP Growth Algorithm. International Conference on Computer and Information Technology (ICCIT).
Irwanto, Kurnia, F., Monalisa, S., & Fahmi, I. (2019). Penerapan Algoritma Fp-Growth dalam Menentukan Pola Kecelakaan Lalu Lintas. Seminar Nasional Dan Expo Teknik Elektro, 90–96.
Islam, M. R., Rahman, M. S., & Nayeem, M. J. (2023). Association Rules Mining for a Specific Time Period in a Day in Large Transactional Database. International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD 2023), 402–406. https://doi.org/10.1109/ICICT4SD59951.2023.10303523
Istiqomah, D. A., Astuti, Y., & Nurjanah, S. (2022). Implementasi Algoritma FP-Growth dan Apriori untuk Persediaan Produk. JIP (Jurnal Informatika Polinema), 8(2), 37–42.
Jang, H.-J., Yang, Y., Park, J. S., & Kim, B. (2021). Fp-growth algorithm for discovering region-based association rule in the iot environment. Electronics, 10, 1–16. https://doi.org/10.3390/electronics10243091
Khumaidi, A. (2020). Data Mining for Predicting the Amount of Coffee Production Using CRISP-DM Method. Techno Nusa Mandiri : Journal of Computing and Information Technology, 17(1), 1–8. www.unkris.ac.id
Masdiyasa, I. G. S., Prabowo, A., Mandyartha, E. P., Ariefwan, R. M., Sugiarto, & Idhom, M. (2022). Analysis of Agricultural Product Package Recommendations Using the FP-Growth Algorithm. 5th International Conference on Networking, Information Systems and Security: Envisage Intelligent Systems in 5G/6G-Based Interconnected Digital Worlds (NISS 2022). https://doi.org/10.1109/NISS55057.2022.10085146
Matapurkar, P., & Shrivastava, S. (2020). Comparative Analysis for Mining Fuzzified Dataset Using Association Rule Mining Approach. 8th International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions) (ICRITO), 383–387.
Patil, M. E., & Patil, T. A. (2022, May 19). Apriori Algorithm against Fp Growth Algorithm: A Comparative Study of Data Mining Algorithms. 7th International Conference on Innovations and Research in Technology and Engineering (ICIRTE-2022). https://ssrn.com/abstract=4113695
Pradana, M. R., Syafrullah, M., Irawan, H., Irawan, Chandra, J. C., & Solichin, A. (2022). Market Basket Analysis Using FP-Growth Algorithm On Retail Sales Data. 9th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI2022), 86–89.
Pratama, Y., Saputri, D. Y., Ismiyati, R., Riziana, A. T., Mitha, U. K., Tahyudin, I., & Wahyudi, R. (2022). A Comparative Analysis of Tertius, Apriori, and FP-Growth Algorithm in Groceries Dataset. APICS 2022 - 1st International Conference on Smart Technology, Applied Informatics, and Engineering, Proceedings, 65–69. https://doi.org/10.1109/APICS56469.2022.9918776
Purwati, N., Pedliyansah, Y., Kurniawan, H., Karnila, S., & Herwanto, R. (2023). Komparasi Metode Apriori dan FP-Growth Data Mining untuk Mengetahui Pola Penjualan. Jurnal Informatika: Jurnal Pengembangan IT (JPIT), 8(2), 155–161.
Putra, A. C., & Habibi, M. (2019). Analisis Asosiasi pada Transaksi Penjualan Daring Menggunakan Algoritma Apriori dan FP-Growth. TEKNOMATIKA, 11(2), 119–129. www.store.rumahwarna.com
Santoso, M. H. (2021). Application of Association Rule Method Using Apriori Algorithm to Find Sales Patterns Case Study of Indomaret Tanjung Anom. Brilliance: Research of Artificial Intelligence, 1(2), 54–66. https://doi.org/10.47709/brilliance.v1i2.1228
Soleha, U., Widyastuti, M., Khairani, L., Maghfirah, R., & Fauzan, A. (2022). Penerapan Algoritma Fp-Growth Dalam Penentuan Pola Pembelian Konsumen 212 Mart Pekanbaru. IJIRSE: Indonesian Journal of Informatic Research and Software Engineering, 2(2), 93–99.
Tandan, M., Acharya, Y., Pokharel, S., & Timilsina, M. (2021). Discovering Symptom Patterns of COVID-19 Patients Using Association Rule Mining. Computers in Biology and Medicine, 131, 1–12. https://doi.org/10.1016/j.compbiomed.2021.104249
UB Press. (n.d.). Sejarah. Retrieved September 6, 2023, from https://ubpress.ub.ac.id/?page_id=39
V. L., H. J., & Rajan, D. (2023, July 8). Enhancing Customer Experience and Sales Performance in a Retail Store Using Association Rule Mining and Market Basket Analysis. 14th International Conference on Computing Communication and Networking Technologies (ICCCNT 2023). https://doi.org/10.1109/ICCCNT56998.2023.10307411
Wahyusari, R. (2023). Penerapan Algortima FP-Growth untuk Menemukan Pola Peminjaman Alat pada Workshop Teknik Mesin. LOGIC : Jurnal Ilmu Komputer Dan Pendidikan, 1(3), 406–411. https://journal.mediapublikasi.id/index.php/logic
Wicaksono, D., Jambak, M. I., & Saputra, D. M. (2019). The Comparison of Apriori Algorithm with Preprocessing and FP-Growth Algorithm for Finding Frequent Data Pattern in Association Rule. Sriwijaya International Conference on Information Technology and Its Applications (SICONIAN 2019), 172, 315–319.
Aditiya, R., & Defit, S. (2020). Prediksi Tingkat Ketersediaan Stock Sembako Menggunakan Algoritma FP-Growth dalam Meningkatkan Penjualan. Jurnal Informatika Ekonomi Bisnis, 2(3), 67–73. https://doi.org/10.37034/infeb.v2i3.44
Aldino, A. A., Pratiwi, E. D., Setiawansyah, Sintaro, S., & Putra, A. D. (2021). Comparison of Market Basket Analysis to Determine Consumer Purchasing Patterns Using Fp-Growth and Apriori Algorithm. 2021 International Conference on Computer Science, Information Technology, and Electrical Engineering, ICOMITEE 2021, 29–34. https://doi.org/10.1109/ICOMITEE53461.2021.9650317
Alfiyanti, I., Khairani, D., Hulliyah, K., Muslimin, J., Fahrianto, F., & Ningsih, N. I. D. (2023). Analyzing Radicalism-Related Conversation Patterns on Twitter: A Comparative Study of Association Rules with Apriori and FP-Growth Algorithms. 11th International Conference on Cyber and IT Service Management (CITSM 2023). https://doi.org/10.1109/CITSM60085.2023.10455493
Amanda, U. R., & Utomo, D. P. (2021). Penerapan Data Mining Algoritma Hash Based Pada Data Pemesanan Buah Impor Cv. Green Uni Fruit. Nasional Teknologi Informasi Dan Komputer), 5(1). https://doi.org/10.30865/komik.v5i1.3653
Arivazhagan, B., Pandikumar, S., Sethupandian, S. B., & Subramanian, R. S. (2022). Pattern Discovery and Analysis of Customer Buying Behavior Using Association Rules Mining Algorithm in E-Commerce. 1st International Conference on Electrical, Electronics, Information and Communication Technologies (ICEEICT 2022). https://doi.org/10.1109/ICEEICT53079.2022.9768473
Asana, I. M. D. P., Ginantra, N. L. W. S. R., Parwita, W. G. S., Krismentari, N. K. B., & Meinarni, N. P. S. (2021). Penerapan Apriori Hybrid Pada Transaksi Penjualan Barang. JURNAL MEDIA INFORMATIKA BUDIDARMA, 5(4), 1624–1632. https://doi.org/10.30865/mib.v5i4.3350
Bahaweres, R. B., & Nugrahanti, D. A. (2022, September 21). Implementation of Text Association Rules about Terrorism on Twitter in Indonesia. The 10th International Conference on Cyber and IT Service Management (CITSM 2022). https://doi.org/10.1109/CITSM56380.2022.9935864
Fitria, R., Nengsih, W., & Qudsi, D. H. (2017). Implementasi Algoritma FP-Growth Dalam Penentuan Pola Hubungan Kecelakaan Lalu Lintas. Jurnal Sistem Informasi, 13(2), 118–124. https://doi.org/10.21609/jsi.v13i2.551
Gunadi, G., & Sensuse, I. D. (2012). Penerapan Metode Data Mining Market Basket Analysis terhadap Data Penjualan Buku dengan Algoritma (FP-Growth) : Studi Kasus Percetakan PT. Gramedia. Jurnal TELEMATIKA MKOM, 4(1).
Hossain, M., Sattar, A. H. M. S., & Paul, M. K. (2019). Market Basket Analysis Using Apriori and FP Growth Algorithm. International Conference on Computer and Information Technology (ICCIT).
Irwanto, Kurnia, F., Monalisa, S., & Fahmi, I. (2019). Penerapan Algoritma Fp-Growth dalam Menentukan Pola Kecelakaan Lalu Lintas. Seminar Nasional Dan Expo Teknik Elektro, 90–96.
Islam, M. R., Rahman, M. S., & Nayeem, M. J. (2023). Association Rules Mining for a Specific Time Period in a Day in Large Transactional Database. International Conference on Information and Communication Technology for Sustainable Development (ICICT4SD 2023), 402–406. https://doi.org/10.1109/ICICT4SD59951.2023.10303523
Istiqomah, D. A., Astuti, Y., & Nurjanah, S. (2022). Implementasi Algoritma FP-Growth dan Apriori untuk Persediaan Produk. JIP (Jurnal Informatika Polinema), 8(2), 37–42.
Jang, H.-J., Yang, Y., Park, J. S., & Kim, B. (2021). Fp-growth algorithm for discovering region-based association rule in the iot environment. Electronics, 10, 1–16. https://doi.org/10.3390/electronics10243091
Khumaidi, A. (2020). Data Mining for Predicting the Amount of Coffee Production Using CRISP-DM Method. Techno Nusa Mandiri : Journal of Computing and Information Technology, 17(1), 1–8. www.unkris.ac.id
Masdiyasa, I. G. S., Prabowo, A., Mandyartha, E. P., Ariefwan, R. M., Sugiarto, & Idhom, M. (2022). Analysis of Agricultural Product Package Recommendations Using the FP-Growth Algorithm. 5th International Conference on Networking, Information Systems and Security: Envisage Intelligent Systems in 5G/6G-Based Interconnected Digital Worlds (NISS 2022). https://doi.org/10.1109/NISS55057.2022.10085146
Matapurkar, P., & Shrivastava, S. (2020). Comparative Analysis for Mining Fuzzified Dataset Using Association Rule Mining Approach. 8th International Conference on Reliability, Infocom Technologies and Optimization (Trends and Future Directions) (ICRITO), 383–387.
Patil, M. E., & Patil, T. A. (2022, May 19). Apriori Algorithm against Fp Growth Algorithm: A Comparative Study of Data Mining Algorithms. 7th International Conference on Innovations and Research in Technology and Engineering (ICIRTE-2022). https://ssrn.com/abstract=4113695
Pradana, M. R., Syafrullah, M., Irawan, H., Irawan, Chandra, J. C., & Solichin, A. (2022). Market Basket Analysis Using FP-Growth Algorithm On Retail Sales Data. 9th International Conference on Electrical Engineering, Computer Science and Informatics (EECSI2022), 86–89.
Pratama, Y., Saputri, D. Y., Ismiyati, R., Riziana, A. T., Mitha, U. K., Tahyudin, I., & Wahyudi, R. (2022). A Comparative Analysis of Tertius, Apriori, and FP-Growth Algorithm in Groceries Dataset. APICS 2022 - 1st International Conference on Smart Technology, Applied Informatics, and Engineering, Proceedings, 65–69. https://doi.org/10.1109/APICS56469.2022.9918776
Purwati, N., Pedliyansah, Y., Kurniawan, H., Karnila, S., & Herwanto, R. (2023). Komparasi Metode Apriori dan FP-Growth Data Mining untuk Mengetahui Pola Penjualan. Jurnal Informatika: Jurnal Pengembangan IT (JPIT), 8(2), 155–161.
Putra, A. C., & Habibi, M. (2019). Analisis Asosiasi pada Transaksi Penjualan Daring Menggunakan Algoritma Apriori dan FP-Growth. TEKNOMATIKA, 11(2), 119–129. www.store.rumahwarna.com
Santoso, M. H. (2021). Application of Association Rule Method Using Apriori Algorithm to Find Sales Patterns Case Study of Indomaret Tanjung Anom. Brilliance: Research of Artificial Intelligence, 1(2), 54–66. https://doi.org/10.47709/brilliance.v1i2.1228
Soleha, U., Widyastuti, M., Khairani, L., Maghfirah, R., & Fauzan, A. (2022). Penerapan Algoritma Fp-Growth Dalam Penentuan Pola Pembelian Konsumen 212 Mart Pekanbaru. IJIRSE: Indonesian Journal of Informatic Research and Software Engineering, 2(2), 93–99.
Tandan, M., Acharya, Y., Pokharel, S., & Timilsina, M. (2021). Discovering Symptom Patterns of COVID-19 Patients Using Association Rule Mining. Computers in Biology and Medicine, 131, 1–12. https://doi.org/10.1016/j.compbiomed.2021.104249
UB Press. (n.d.). Sejarah. Retrieved September 6, 2023, from https://ubpress.ub.ac.id/?page_id=39
V. L., H. J., & Rajan, D. (2023, July 8). Enhancing Customer Experience and Sales Performance in a Retail Store Using Association Rule Mining and Market Basket Analysis. 14th International Conference on Computing Communication and Networking Technologies (ICCCNT 2023). https://doi.org/10.1109/ICCCNT56998.2023.10307411
Wahyusari, R. (2023). Penerapan Algortima FP-Growth untuk Menemukan Pola Peminjaman Alat pada Workshop Teknik Mesin. LOGIC : Jurnal Ilmu Komputer Dan Pendidikan, 1(3), 406–411. https://journal.mediapublikasi.id/index.php/logic
Wicaksono, D., Jambak, M. I., & Saputra, D. M. (2019). The Comparison of Apriori Algorithm with Preprocessing and FP-Growth Algorithm for Finding Frequent Data Pattern in Association Rule. Sriwijaya International Conference on Information Technology and Its Applications (SICONIAN 2019), 172, 315–319.
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