Klasifikasi Data Tracer Study Dengan Pemanfaatan Data Mining Menggunakan Algoritma Support Vector Machine dan Neural Network
DOI:
https://doi.org/10.59696/prinsip.v2i1.73Keywords:
Tracer Study;, Support Vector Machine, Neural NetworkAbstract
Perguruan tinggi secara rutin melakukan Tracer Study setiap tahun bertujuan untuk mengimplementasikan kebutuhan data akreditasi di Universitas Muhammadiyah Sumatera Utara menggunakan teknik data mining. Penelitian ini fokus pada pemanfaatan kombinasi algoritma Support Vector Machine (SVM) dan Neural Network untuk mengoptimalkan klasifikasi data Tracer Study. SVM digunakan untuk mengatasi masalah klasifikasi non-linear dengan menemukan hyperplane optimal, sementara Neural Network digunakan untuk memodelkan dan mengenali pola kompleks dalam data. Metodologi penelitian meliputi pengumpulan data Tracer Study, preprocessing data, pelatihan model SVM dan Neural Network, serta evaluasi hasil klasifikasi. Hasil penelitian menunjukkan bahwa kombinasi SVM dan Neural Network secara signifikan meningkatkan akurasi dan kehandalan klasifikasi data Tracer Study, memberikan wawasan yang berharga bagi pengambil kebijakan akademis dan penyusun kurikulum di Universitas Muhammadiyah Sumatera Utara.
References
A Kherid, Z. Y., Moerdisuroso, I., & Hadi Prayitno, E. (2021). Studi Pelacakan (Tracer Study) Tingkat Kepuasan Pengguna Lulusan Program Studi Pendidikan Seni Rupa, Universitas Negeri Jakarta. Prosiding Seminar Nasional Bahasa, Sastra, Dan Seni , 1
Erlangga, F., & Sari, I.P. (2024). Perancangan Sistem Untuk Merekomendasikan Produk Skincare Menggunakan Metode NLP. Portal Riset dan Inovasi Sistem Perangkat Lunak 2 (4), 1-11
Sari, I.P., Al-Khowarizmi, A.K., & Batubara, I.H. (2021). Cluster Analysis Using K-Means Algorithm and Fuzzy C-Means Clustering For Grouping Students' Abilities In Online Learning Process. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 2 No. 1, page 139-144
Adnyana I Made Budi. (2020). Implementasi Naïve Bayes Untuk Memprediksi Waktu Tunggu Alumni Dalam Memperoleh Pekerjaan. Seminar Nasional Teknologi Komputer & Sains (SAINTEKS), 7(3), 131–134
Sari, I.P., Batubara, I.H., & Al-Khowarizmi, A.K. (2021). Sensitivity Of Obtaining Errors In The Combination Of Fuzzy And Neural Networks For Conducting Student Assessment On ELearning. International Journal of Economic, Technology and Social Sciences (Injects), Vol. 2 No. 1, page 331- 338
Azzahrah., A., & Sari, I.P. (2024). Perbandingan Sistem Prediksi Menggunakan Metode Monte Carlo dengan Metode K-NN pada Nilai Peserta Didik Uji Kompetensi Kejuruan. sudo Jurnal Teknik Informatika 3 (3), 127-135
Agus, M., Subali, P., Rai, G., Sugiartha, A., Putu, I., & Putra, A. (2023). Development of SLOC, CC, SQL Complexity Methods to Measure the Level of Similarity Complexity of Software Modules. Jurnal Ilmiah Teknik Elektro Komputer Dan Informatika (JITEKI), 9(4), 1093–1103.
Sari, I.P., Fahroza, M.F., Mufit, M.I., & Qathrunad, I.F. (2021). Implementation of Dijkstra's Algorithm to Determine the Shortest Route in a City. Journal of Computer Science, Information Technology and Telecommunication Engineering,Vol. 2 No. 1, page 134-138
Aminuddin, F. H., & Arjansyah, A. (2022). PERANCANGAN SISTEM INFORMASI PENGARSIPAN SURAT BERBASIS WEB DI SMK N 1 MUARO JAMBI (STUDI KASUS PENGOLAHAN DATA ARSIP). Jurnal Akademika.
Sari, I.P., Al-Khowarizmi, A.K., Ramadhani, F., & Sulaiman, O.K. (2023). Implementation of the Selection Sort Algorithm to Sort Data in PHP Programming Language. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 4 No. 1, page 377-381
Erlianda Cibro, & Yahfizham Yahfizham. (2024). Mengidentifikasi Dasar Algoritma Pemrograman. Jurnal Ilmiah Sistem Informasi Dan Ilmu Komputer, 4(1), 194–206
Manurung, A.A., Nasution, M.D., & Sari, I.P. (2023). Implementation of Fuzzy K-Nearest Neighbor Method in Dengue Disease Classification. 2023 11th International Conference on Cyber and IT Service Management (CITSM)
Ramadhani, F., Satria, A., & Sari, I.P. (2023). Implementasi Metode Fuzzy K-Nearest Neighbor
dalam Klasifikasi Penyakit Demam Berdarah. Hello World Jurnal Ilmu Komputer 2 (2), 58-62
Sari, I.P., Batubara, I.H., Ramadhani, F., & Wardani, S. (2022). Perancangan Sistem Antrian pada Wahana Hiburan dengan Metode First In First Out (FIFO). Sudo Jurnal Teknik Informatika 1 (3), 116-123
Ramadhani, F., Satria, A., & Sari, I.P. (2022). Aplikasi internet berbasis website sebagai ECommerce penjualan komponen sport car. Blend Sains Jurnal Teknik 1 (2), 69-75
Sari, I.P., Al-Khowarizmi, A., & Ramadhani, F. (2021). User Interface Prototype Using User Centered System Design Method in Motorvice Information System. 2021 International Conference on Computer Science and Engineering (IC2SE) 1, 1-6
Hadi, S., & Nugroho, A. (2020). Analisa dan Penerapan Metode Neural Networks Dalam Mengidentifikasi Faktor-Faktor Masa Tunggu Kerja Lulusan. Jurnal Pengembangan Rekayasa Dan Teknologi, 4(1), 17–22
Ramadhani, F., Al-Khowarizmi, A.K., & Sari, I.P. (2021). Improving the Performance of Naïve Bayes Algorithm by Reducing the Attributes of Dataset Using Gain Ratio and Adaboost. 2021 International Conference on Computer Science and Engineering (IC2SE) 1, 1-5
Sitompul, D.N., Rahmatika, A., & Sari, I.P. (2023). Application of The Sales and Purchase Program
Using The Rapid Application Development Model. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 4 No. 1, page 6-16
Sari, I.P., Ramadhani, F., Satria, A., & Apdilah, D. (2023). Implementasi Pengolahan Citra Digital dalam Pengenalan Wajah menggunakan Algoritma PCA dan Viola Jones. Hello World Jurnal Ilmu Komputer 2 (3), 146-157
Batubara, I.H., Sari, I.P., Siregar, E.F.S., & Lubis, B.S. (2021). Meningkatkan Kemampuan Penalaran Matematika Melalui Metode Penemuan Terpandu Berbantuan Software Autograph. Seminar Nasional Teknologi Edukasi Sosial dan Humaniora 1 (1), 699-705
Apdilah, D., & Sari, I.P. (2021). Optimization Of The Fuzzy C-Means Cluster Center For Credit Data Grouping Using Genetic Algorithms. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 2 No. 2, page 156-163
Sulaiman, O.K., & Sari, I.P. (2021). Implementation Data Mining For Level Analysis Traffic Violation By Algorithm Association Rule. Al'adzkiya International of Computer Science and Information Technology (AIoCSIT) Journal, Vol. 2 No. 2, page 128-135
Sari, I.P., Hariani, P.P ., Al-Khowarizmi, A.K., Ramadhani, F., Sulaiman, O.K., Satria, A., & Manurung, A.A. (2024). CLUSTERING HIV/AIDS DISEASE USING K-MEANS CLUSTERING ALGORITHM. Proceeding International Seminar on Islamic Studies. Vol. 5, No. 1 (2024), 1668-1676
Hermiati Reza, Asnawati, & Kanedi Indra. (2021). PEMBUATAN E-COMMERCE PADA RAJA KOMPUTER MENGGUNAKAN BAHASA PEMROGRAMAN PHP DAN DATABASE MYSQL. Jurnal Media Infotama, 17(1)
Sari, I.P., Ramadhani, F., Satria, A., & Sulaiman, O.K. (2023). Leukocoria Identification: A 5-Fold Cross Validation CNN and Adaboost Hybrid Approach. 2023 6th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI). 486-491
Hutomo, D., Saputro, D., Subur, J., & Taufiqurrohman, M. (2020). Identifikasi Posisi Robot Quadpod pada Arena Pertandingan Menggunakan Jaringan Syaraf Tiruan-Algoritma Backpropagation. Jurnal Ilmiah Teknik Elektro, 7(2)
Sari, I.P., Al-Khowarizmi, A.K., Sulaiman, O.K., & Apdilah, D. (2023). Implementation of Data Classification Using K-Means Algorithm in Clustering Stunting Cases. Journal of Computer Science, Information Technology and Telecommunication Engineering, Vol. 4 No. 2, page 402-412
Križani?, S. (2020). Educational data mining using cluster analysis and decision tree technique: A case study. International Journal of Engineering Business Management, 12
Sari., I.P, Batubara., I.H, Al-Khowarizmi., A, & PP Hariani. (2022). Perancangan Sistem Informasi Pengelolaan Arsip Digital Berbasis Web untuk Mengatur Sistem Kearsipan di SMK Tri Karya. Wahana Jurnal Pengabdian kepada Masyarakat 1 (1), 18-24
Habibi., F, Qathrunada., I.F, & Anggraini., T. (2023). “Design and Build a Tourism Website Using Shopify Framework”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023.
Kwon, S. Bin, Han, H. S., Lee, M. C., Kim, H. C., Ku, Y., & Ro, D. H. (2020). Machine Learning-Based Automatic Classification of Knee Osteoarthritis Severity Using Gait Data and Radiographic Images. IEEE Access, 8, 120597–120603
Sari., I.P, A Syahputra, N Zaky, RU Sibuea, & Z Zakhir. (2022). Perancangan sistem aplikasi penjualan dan layanan jasa laundry sepatu berbasis website. Blend sains jurnal teknik 1 (1), 31-37
Mahmud, M. S., Huang, J. Z., Salloum, S., Emara, T. Z., & Sadatdiynov, K. (2020). A survey of data partitioning and sampling methods to support big data analysis. In Big Data Mining and Analytics (Vol. 3, Issue 2, pp. 85–101). Tsinghua University Press
Sari., I.P, A Azzahrah, FQ Isnaini, L Nurkumala, & A Thamita. (2022). Perancangan sistem absensi pegawai kantoran secara online pada website berbasis HTML dan CSS. Blend sains jurnal teknik 1 (1), 8-15
Sari.,I.P, & Ramadhani., F. (2021). Pengaruh Teknologi Informasi Terhadap Kewirausahaan Pada Aplikasi Perancangan Jual Beli Jamu Berbasis WEB. Prosiding Seminar Nasional Kewirausahaan 2 (1), 874-878.
Satria., A, Ramadhani., F, & Sari, I.P. (2023). Rancang Bangun Sistem Informasi Penerimaan Peserta Didik Baru (PPDB) Sekolah Menengah Kejuruan Telkom 2 Medan Menggunakan Codeigniter. Wahana Jurnal Pengabdian kepada Masyarakat 2 (1), 23-31
Sari., I.P, A Jannah, AM Meuraxa, A Syahfitri, & R Omar. (2022). Perancangan Sistem Informasi Penginputan Database Mahasiswa Berbasis Web. Hello World Jurnal Ilmu Komputer 1 (2), 106-110.
Mahardika., F, & Abdillah., M.L. (2024). Design of Unified Modeling Language Information System for Motorcycle Unit Selling and Buying Transactions using the Waterfall Method. Hanif Journal of Information Systems. Vol. 1 No. 2, 2024.
Sari., I.P, & Batubara., I.H. (2021). Perancangan Sistem Informasi Laporan Keuangan Pada Apotek Menggunakan Algoritma K-NN. Seminar Nasional Teknologi Edukasi dan Humaniora (SiNTESa) 1 (2021 - ke 1
Sari., I.P, & Batubara., I.H. (2021). User Interface Information System for Using Account Services (Joint Account) WEB-Based. International Journal of Economic, Technology and Social Sciences (Injects), 462-469
Sari., I.P, Al-Khowarizmi., A, & Batubara., I.H. (2021). Implementasi Aplikasi Mobile Learning Sistem Manajemen Soal dan Ujian Berbasis Web Pada Platform Android. IHSAN: JURNAL PENGABDIAN MASYARAKAT 3 (2), 178-183
Sari., I.P, Sulaiman., O.K, & Apdillah, D. (2024). Rancang Bangun Game Zombie Menggunakan Kodular Berbasis Android. Jurnal Minfo Polgan 13 (1), 293-302
Ichsan., A, Siambaton., M.Z, & Nasution., K. (2023). “Android-Based Practical Work Student Registration Form Application System Design”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023.
Sari., I.P, Sulaiman., O.K, Ramadhani., F, & Satria., A. (2023). Perancangan Sistem Manajemen Surat Berbasis Web Pada Kantor Camat Tano Tombangan Angkola. INCODING: Journal of Informatics and Computer Science Engineering 3 (2), 61-76.
Jannah., A, Meuraxa., A.M, & Azzahrah., A. 2023. “Web Based E-Commerce System Design at EXO Shop Using The Waterfall Method”. Hanif Journal of Information Systems. Vol. 1 No. 1, 2023.
Sari., I.P, Al-Khowarizmi., A, , Jannah., A, Meuraxa., A.M, & Tanjung., M.I. (2023). Web-Based Offline Game Suit Design: A Model Overview. Journal of Computer Science, Information Technology and Telecommunication Engineering 4 (2), 389-394.
Guntur., S, Ichsan., A, & Sari., I.P. (2024). Designing a Web-Based Mail Management System at the Beringin Helvetia Sub-district Office. Altafani: Jurnal Pengabdian Masyarakat 1 (1)
Sari., I.P, Sulaiman., O.K, Al-Khowarizmi., A, & Azhari., M. (2023). Perancangan Sistem Informasi Pelayanan Masyarakat pada Kelurahan Sipagimbar dengan Metode Prototype Berbasis Web. Blend Sains Jurnal Teknik 2 (2), 125-134.
Hutasuhut., B.K, Sari., I.P, & Al-Khowarizmi, A.K. (2023). Analysis the Effect of Digitalization and Technology on Web-Based Entrepreneurship. Journal of Computer Science, Information Technology and Telecommunication Engineering
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Andi Zulherry, Fanny Ramadhani, Andy Satria
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
