Analysis and Classification Of Wireless LAN Network Service Quality Using The Naive Bayes Algorithm In The Department Of Informatics and Computer Engineering, Faculty Of Engineering, State University Of Makassar

Authors

  • Siti Justianti Muhajriyah Faculty of Engineering State University of Makassar
  • Ruslan Faculty of Engineering State University of Makassar
  • Firdaus Faculty of Engineering State University of Makassar

DOI:

https://doi.org/10.53697/jkomitek.v4i2.1841

Keywords:

Naive Bayes, Wireless LAN, TIPHON, Analysis, Quality of Service

Abstract

This study aims to determine the Quality of Service outcomes and the classification results of the Naive Bayes Algorithm on the Wireless LAN network quality in the Department of Informatics Engineering and Computer Faculty of Engineering at Makassar State University. This study uses the Action Research method with a quantitative approach. It conducts 54 tests using Wireshark in two different sessions to be compared for each time conducted during the research. The results of the research indicate that the status of the Wireless LAN network in the Department of Informatics Engineering and Computer Faculty of Engineering at Makassar State University falls into the "Good" category with the highest value of 59.26% , with an algorithm accuracy of 65.43%. Both testing sessions, morning session from 08:30 to 09:00 and afternoon session from 13:30 to 14:00, are categorized as "Good" according to the TIPHON standardization category as well as based on the Naive Bayes Algorithm classification results. Based on the research findings, it is recommended that the measurement of network service quality can utilize software other than Wireshark and increase the amount of test data to improve the accuracy of the Naive Bayes algorithm.

References

Abdillah, Y. A., Wibowo, T. A., & Yovita, L. V. (2015.). Analisis Performansi Router Maxprop Pada Vehicular Ad Hoc Network Berbasis Delay Tolerant Network.

Adlim, M., Wiguna, A. S., & Nugraha, D. A. (2022). Implementasi Quality Of Service (Qos) Dan Penerapan Algoritma Naïve Bayes Pada Jaringan Wifi Universitas Pgri Kanjuruhan Malang. Jati (Jurnal Mahasiswa Teknik Informatika), 6(2), 469475.

Anggita, K. D., Sari, Y. A., & Adinugroho, S. (2021.). Analisis Sentimen terhadap Opini Masyarakat mengenai Kebijakan PSBB menggunakan Metode Naive Bayes dengan Seleksi Fitur Improved Gini Index.

Aulia, A. F., & Hadi, I. (2020). Analisa Kualitas Layanan Internet Dan Pengklasifikasian Status Layanan Menggunakan Algoritma Naive Bayes. Prosiding Seminar Nasional Terapan Riset Inovatif (Sentrinov), 6(1), 745752.

Bobanto, W. S., Lumenta, A. S. M., & Najoan, X. (2015). Analisis Kualitas Layanan Jaringan Internet (Studi Kasus Pt. Kawanua Internetindo Manado). Jurnal Teknik Elektro Dan Komputer, 4(1), Article 1.

Doro, E., & Betshani, S. (2009). Analisis Data dengan Menggunakan ERD dan Model Konseptual Data Warehouse. Jurnal Informatika, 5(1), 71-85.

Fatoni, F. (2022). Analisis Kualitas Layanan Jaringan Intranet (Studi Kasus Universitas Bina Darma. Analisis Kualitas Layanan Jaringan Intranet (Studi Kasus Universitas Bina Darma).

Ghafar, A. A., Kassim, M., Yaacob, N., Mohamad, R., & Rahman, R. A. (2020). Qos Of Wi-Fi Performance Based On Signal Strength And Channel For Indoor Campus Network. Bulletin Of Electrical Engineering And Informatics, 9(5), 20972108.

Harbani, A. (2019). Pengukuran Kualitas Layanan Jaringan Internet Menggunakan Qos (Quality Of Service) Di Sekolah Menengah Kejuruan. Teknois : Jurnal Ilmiah Teknologi Informasi Dan Sains, 6(2), 48–53.

Indriani, A. (2014). Klasifikasi Data Forum Dengan Menggunakan Metode Naïve Bayes Classifier. Seminar Nasional Aplikasi Teknologi Informasi (Snati). Https://Journal.Uii.Ac.Id/Snati/Article/View/3284

L, Larry Peterson., & Bruce, S. Davie. (2012). Computer Networks A System Approach.San Fransisco: Morgan Kaufmann Publisher

Manning, C. D., Raghavan, P., & Schütze, H. (2009). A Tutorial on Naive Bayes Text Classification. Journal of Machine Learning Research, 10, 1955-2000.

Mirzaeinnia, A., Mirzaeinia, M., & Rezgui, A. (2020). Latency and Throughput Optimization in Modern Networks: A Comprehensive Survey.

Moudi, M., & Othman, M. (2020). On the relation between network throughput and delay curves. Automatika, 61(3), 415–424.

Onno W.Purbo. 2005. Buku Pegangan Internet Wireless dan Hotspot. Jakarta: PT Elex Media Komputindo.

Papaceda, D. D., Mewengkang, A., & Pratasik, S. (2023). Analisis dan Pengembangan Jaringan Komputer di SMK Negeri 8 Weda Halmahera Tengah. Edutik : Jurnal Pendidikan Teknologi Informasi dan Komunikasi, 3(1), 1–13.

Pello, Beniah Y., & Efendi, R. (2021). Analisis Quality Of Service Menggunakan Metode Hierarchical Token Bucket (Studi Kasus: Fti Uksw). Jiko (Jurnal Informatika Dan Komputer), 4(3), 193198.

Purwahid, M., & Triloka, J. (2019). Analisis Quality Of Service (Qos) Jaringan Internet Untuk Mendukung Rencana Strategis Infrastruktur Jaringan Komputer Di Smk N I Sukadana. 10.

Pusvita, W. Y., & Huda, Y. (2019). Analisis Kualitas Layanan Jaringan Internet Wifi.Id Menggunakan Parameter Qos (Quality Of Service). Voteteknika (Vocational Teknik Elektronika Dan Informatika), 7(1), 54.

Sabloak, S., Wijaya, J., Rahman, A., & Arman, M. (2018). Analisis Pemantauan Lan Menggunakan Metode Qos Dan Pengklasifikasian Status Jaringan Internet Menggunakan Algoritma Naive Bayes. Jurnal Ilmiah Teknologi Infomasi Terapan, 4(2).

Saputra, L. D. D., & Sulistyo, W. (2017). Analisis Qos Differentiated Service Pada Jaringan Mpls Menggunakan Algoritma Threshold. Jurnal Teknologi Informasi Dan Ilmu Komputer, 4(4), 227.

Sasmita, W. P., Safriadi, N., & Irwansyah, M. A. (2010). Analisis Quality Of Service (Qos) Pada Jaringan Internet (Studi Kasus: Fakultas Kedokteran Universitas Tanjungpura). Justin (Jurnal Sistem Dan Teknologi Informasi), 1(1), 3743.

Sugiantoro, B., & Mahardhika, Y. B. (2018). Analisis Quality Of Service Jaringan Wireless Sukanet Wifi Di Fakultas Sains Dan Teknologi Uin Sunan Kalijaga. Jurnal Teknik Informatika, 10(2), 191201.

TIPHON (1999). Telecommunication and Internet Protocol Harmonization Over Network (TIPHON); General Aspects of Quality of Service (Qos).Etsi, 2.1.1:137.

Downloads

Published

2024-08-28

How to Cite

Siti Justianti Muhajriyah, Ruslan, & Firdaus. (2024). Analysis and Classification Of Wireless LAN Network Service Quality Using The Naive Bayes Algorithm In The Department Of Informatics and Computer Engineering, Faculty Of Engineering, State University Of Makassar. Jurnal Komputer, Informasi Dan Teknologi, 4(2). https://doi.org/10.53697/jkomitek.v4i2.1841

Issue

Section

Articles

Similar Articles

1 2 3 4 5 6 7 8 9 > >> 

You may also start an advanced similarity search for this article.