The Classification of Phishing Websites using Naive Bayes Classifier Algorithm
Keywords:
Phising, Website, Naive Bayes Classifier, Algorithm
Abstract
The background of this research is how to find out the selected websites which are classified through the naive Bayes classifier algorithm. With this algorithm, it can be seen how far the classification of Phishing is. The method used in this study is to use experimental methods or research on the data obtained, these tests will include new data that can be accounted for and can determine whether the data is suitable for use. The problem raised in this study is how to find out which principles have been clarified with the dizziness method using the naive Bayes classifier algorithm, with the algorithm, which websites can be classified properly. The purpose of this study is how to find out the data tested through training data will produce new data, especially well for items and produce from values Naive Bayes algorithm obtained an average accuracy value of 92.98% with a TP Rate of 0.930%, FP Rate of 0.076%, Precision of 0.930%, Recall of 0.930% and Fmeasure of 0.930%.
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References
References
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[5] N. K. Dewi and A. S. Putra, "Perkembangan Gamification dan Dampak Game Online terhadap Jiwa Manusia di Kota Pintar DKI Jakarta," Jurnal Informatika Universitas Pamulang, vol. 5, no. 3, pp. 315-320, 2020.
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[27] A. S. Putra, L. H. S. W. Harco , S. A. Bahtiar , T. Agung , . S. Wayan and H. K. Chu-, "Gamification in the e-Learning Process for children with Attention Deficit Hyperactivity Disorder (ADHD)," Indonesian Association for Pattern Recognition International Conference (INAPR) IEEE, pp. 182-185, 2018.
[28] A. S. Putra, L. H. S. W. Harco , L. G. Ford , . S. Benfano and A. Edi , "A Proposed surveillance model in an Intelligent Transportation System (ITS)," Indonesian Association for Pattern Recognition International Conference (INAPR) IEEE, pp. 156-160, 2018.
[29] A. S. Putra, "“Penggabungan Wilayah Kota Bekasi Dan Kota Tangerang Ke Wilayang Ibu Kota DKI Jakarta Berdasarkan Undang-Undang Nomor 23 Pasal 32 Tahun 2019 Dapat Membantu Mengwujudkan DKI Jakarta Menjadi Kota Pintar”," Jurnal IPSIKOM VOL 7 No. 2, 2019.
[30] A. S. Putra, H. L. H. S. Warnars, B. S. Abbas, A. Trisetyarso, W. Suparta and C.-. Ho Kang, "“Gamification in the e-Learning Process for children with Attention Deficit Hyperactivity Disorder (ADHD)”," 1st 2018 Indonesian Association for Pattern Recognit INAPR, pp. 182-185, 2019.
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[38] T. A. Kurniawan, P. Handayani, P. M. Akhirianto, A. S. Putra and N. Aisyah, "Application Of 5G Internet System To Improve The Economy," International Journal Of Science, Technology & Management , vol. 3, no. 1, pp. 275-283, 2022.
[39] D. Katarina, A. Nurrohman, w. and A. S. Putra, "Decision Support System For The Best Student Selection Recommendation Using Ahp (Analytic Hierarchy Process) Method," International Journal of Educational Research & Social Sciences, vol. 2, no. 5, pp. 1210-1217, 2021.
[40] R. Hermawan, M. T. Habibie, D. Sutrisno, A. S. Putra and N. Aisyah, "Decision Support System For The Best Employee Selection Recommendation Using Ahp (Analytic Hierarchy Process) Method," International Journal of Educational Research & Social Sciences, vol. 2, no. 5, pp. 1218-1226, 2021.
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[1] D. N. M. A. A. P. J. I. D. H. S. Y. C. Arman Syah Putra, "“Examine Relationship of Soft Skills, Hard Skills, Innovation and Performance: the Mediation Effect of Organizational Le," IJSMS, pp. 27-43, 2020.
[2] H. W. Arman Syah Putra, "“Intelligent Traffic Monitoring System (ITMS) for Smart City Based on IoT Monitoring”," 1st 2018 Indonesian Association for Pattern Recognition International Conference, INAPR 2018 - Proce vol, 2019.
[3] H. W. F. G. B. S. E. A. Arman Syah Putra, " “A Proposed surveillance model in an Intelligent Transportation System (ITS)”," 1st 2018 Indonesian Association for Pattern Recognition International Conference, INAPR, 2019.
[4] A. Damuri, N. Isnain, R. A. Priyatama, Y. I. Chandra and A. S. Putra, "E-Learning Proposal System in Public Secondary School Learning," International Journal of Educational Research & Social Sciences (IJERSC), vol. 2, p. 270–275, 2021.
[5] N. K. Dewi and A. S. Putra, "Perkembangan Gamification dan Dampak Game Online terhadap Jiwa Manusia di Kota Pintar DKI Jakarta," Jurnal Informatika Universitas Pamulang, vol. 5, no. 3, pp. 315-320, 2020.
[6] N. K. Dewi and A. S. Putra, "SISTEM PENUNJANG KEPUTUSAN PENERIMAAN KARYAWAN BARU DENGAN ALGORITMA GREEDY," Jurnal Visualika, vol. 6, no. 2, pp. 154-160, 2020.
[7] N. K. Dewi and A. S. Putra, "Decision Support System for Head of Warehouse Selection Recommendation Using Analytic Hierarchy Process (AHP) Method," Prosiding International Conference of Universitas Pekalongan, pp. 1-12, 2021.
[8] A. N. Balqis, . L. Ramadhana, R. Wirawan and . I. N. Isnainiyah, "Bid-Fish: An android application for online fish auction based on case study from Muara Angke, Indonesia," IOP conference series: materials science and engineering, vol. 508, no. 1, p. 012128, 2019.
[9] E. Nurniati, D. P. Irianto, . A. . S. Putra, . D. Susanti, Z. Zikriah, N. Nurhayati and N. Aisyah, "Effective Use Of Learning Applications For English Subjects In Elementary School," International Journal of Educational Research & Social Sciences, vol. 3, no. 1, pp. 39-45, 2022.
[10] R. Wirawan, N. Aisyah, A. Rahman, B. S. Rahmawati, A. Medikano, A. Sebayang and A. S. Putra, "Perancangan Aplikasi Website Menggunakan Macromedia Dreamweaver Mx Untuk Budi Daya Anggrek (Studi Kasus Toko Anggrek Berseri)," TEKINFO, vol. 22, no. 2, pp. 77-86, 2021.
[11] V. Valentino, H. S. Setiawan, . A. Saputra, Y. Haryanto and A. S. Putra, "Decision Support System for Thesis Session Pass Recommendation Using AHP (Analytic Hierarchy Process) Method," Journal International Journal of Educational Research & Social Sciences, pp. 215-221, 2021.
[12] . V. H. Valentino, H. S. Setiawan, M. T. Habibie, R. Ningsih, D. Katarina and A. S. Putra, "Online And Offline Learning ComparisonIn The New Normal Era," International Journal of Educational Research & Social Sciences (IJERSC), vol. 2, no. 2, p. 449–455, 2021.
[13] S. Suhardjono, A. S. Putra, N. Aisyah and V. Valentino, "ANALYSIS OF NIST METHODS ON FACEBOOK MESSENGER FOR FORENSIC EVIDENCE," Journal of Innovation Research and Knowledge, vol. 1, no. 8, pp. 695-702, 2022.
[14] M. Subani, I. Ramadhan, S. and A. S. Putra, "Perkembangan Internet of Think (IOT) dan Instalasi Komputer Terhadap Perkembangan Kota Pintar di Ibukota Dki Jakarta," IKRA-ITH INFORMATIKA: Jurnal Komputer dan Informatika, vol. 5, no. 1, pp. 88-93, 2020.
[15] M. Siahaan, V. Valentino, E. P. Ningrum, J. Jamaludin , R. Ridwan, D. Pramestari, A. Medikano, A. Herwanto and A. S. Putra, "Blockchain Concept in Jakarta Smart Transportation Payment," International Conference on Global Optimization and Its Applications 2021, vol. 1, no. 1, pp. 46-46, 2022.
[16] P. Roza, "DIGITAL CITIZENSHIP: MENYIAPKAN GENERASI MILENIAL MENJADI WARGA NEGARA DEMOKRATIS DI ABAD DIGITAL," Journal Sosioteknologi Volume 19, No 2, Agustus 2020, pp. 190-202, 2020.
[17] I. Ramadhan, A. Kurniawan and A. S. Putra, "Penentuan Pola Penindakan Pelanggaran Lalu Lintas di DKI Jakarta Menggunakan Metode Analytic Network Process (ANP)," IKRA-ITH INFORMATIKA: Jurnal Komputer dan Informatika, vol. 5, no. 1, pp. 51-57, 2020.
[18] A. S. Putra, "Konsep Kota Pintar Dalam Penerapan Sistem Pembayaran Menggunakan Kode QR Pada Pemesanan Tiket Elektronik," TEKINFO Jurnal Ilmiah Teknik Informatika, vol. 21, pp. 1-15, 2020.
[19] A. . S. Putra, . M. T. Herawaty and N. Aisyah, "The Effectiveness Of Using E-Money On The Smart Transportation Payment System In The City Of Jakarta," International Journal of Educational Research & Social Sciences, vol. 3, no. 1, pp. 360-366, 2022.
[20] A. S. Putra, "Teknologi Informasi (IT) Sebagai Alat Syiar Budaya Islam Di Bumi Nusantara Indonesia," Seminar Nasional Universitas Indraprasta ( SINASIS ), pp. 200-215, 2020.
[21] A. S. Putra, "Peran Sosial Media Sebagai Media Dakwah Di Zaman Pandemic Virus Corona Atau Covid 19 Di Indonesia," Panangkaran: Jurnal Penelitian Agama dan Masyarakat, pp. 1-12, 2021.
[22] A. S. Putra, "PENTING NYA KESADARAN HUKUM RAKYAT INDONESIA DI BIDANG TEKNOLOGI INFORMASI DI TINJAU DARI KEBERADAAN CYBERCRIME," Seminar Nasional Inovasi dan Teknologi (SNIT) BSI, pp. 36-50, 2012.
[23] A. S. Putra and . H. Kusuma, "Pengembangan Sistem Career Center untuk Departemen Konseling dan Pengembangan Karir di Institut Teknologi Budi Utomo," Jurnal Khatulistiwa Informatika, pp. 133-143, 2015.
[24] A. S. Putra, "Penerapan Konsep Kota Pintar dengan Cara Penerapan ERP (Electronic Road Price) di Jalan Ibu Kota DKI Jakarta. Jurnal Informatika Universitas Pamulang, 5(1), 13-18.," Jurnal Informatika Universitas Pamulang, 5(1), 13-18., pp. 13-18, 2020.
[25] A. S. Putra and . R. R. Fatrilia, "Paradigma Belajar Mengaji Secara Online Pada Masa Pandemic Coronavirus Disease 2019 (Covid-19)," MATAAZIR: Jurnal Administrasi dan Manajemen Pendidikan, pp. 49-61, 2020.
[26] A. S. Putra and L. H. S. W. Harco , "Intelligent Traffic Monitoring System (ITMS) for Smart City Based on IoT Monitoring," Indonesian Association for Pattern Recognition International Conference (INAPR) IEEE, pp. 161-165, 2018.
[27] A. S. Putra, L. H. S. W. Harco , S. A. Bahtiar , T. Agung , . S. Wayan and H. K. Chu-, "Gamification in the e-Learning Process for children with Attention Deficit Hyperactivity Disorder (ADHD)," Indonesian Association for Pattern Recognition International Conference (INAPR) IEEE, pp. 182-185, 2018.
[28] A. S. Putra, L. H. S. W. Harco , L. G. Ford , . S. Benfano and A. Edi , "A Proposed surveillance model in an Intelligent Transportation System (ITS)," Indonesian Association for Pattern Recognition International Conference (INAPR) IEEE, pp. 156-160, 2018.
[29] A. S. Putra, "“Penggabungan Wilayah Kota Bekasi Dan Kota Tangerang Ke Wilayang Ibu Kota DKI Jakarta Berdasarkan Undang-Undang Nomor 23 Pasal 32 Tahun 2019 Dapat Membantu Mengwujudkan DKI Jakarta Menjadi Kota Pintar”," Jurnal IPSIKOM VOL 7 No. 2, 2019.
[30] A. S. Putra, H. L. H. S. Warnars, B. S. Abbas, A. Trisetyarso, W. Suparta and C.-. Ho Kang, "“Gamification in the e-Learning Process for children with Attention Deficit Hyperactivity Disorder (ADHD)”," 1st 2018 Indonesian Association for Pattern Recognit INAPR, pp. 182-185, 2019.
[31] A. S. Putra, " “Smart City : konsep Kota pintar di DKI Jakarta”," Jurnal TEKINFO, Vol 20, No 2, Hal 1-111, ISSN 1411-3635, 2019.
[32] A. S. Putra, " “Smart City : Ganjil Genap Solusi Atau Masalah Di DKI Jakarta”," Jurnal IKRA-ITH Informatika Vol 3 No 3, ISSN 25804316 , , 2019.
[33] N. A. Prabowo, P. Hendradi and B. Pujiarto, "Kerangka Model Aplikasi E-Dakwah Pengembangan Kaderisasi Pada Pengurus Daerah Muhammadiyah Kota Magelang," Indonesian Journal on Networking and Security - Volume 8 No 3 – 2019, pp. 1-8, 2019.
[34] Nurnainah, "PENYULUHAN TENTANG DAMPAK BERMAIN GAME ONLINE," Jurnal Peduli Masyarakat Volume 2 Nomor 2, Juni 2020 e-ISSN 2721-9747; p-ISSN 2715-6524, pp. 87-90, 2020.
[35] D. Novitasari, A. Masduki , P. AGUS , I. Joni , S. Didi , . S. Nelson and S. P. Arman , "Peran Social Support terhadap Work Conflict, Kepuasan dan Kinerja," JPIM (JURNAL PENELITIAN ILMU MANAJEMEN), pp. 187-202, 2020.
[36] A. Medikano, H. Ludiya, R. Wirawan, P. M. Akhirianto, S. Rachmawati, A. Sebayang, D. Efriyenty, R. Riko, I. Svinarky, B. J. Tama and A. . S. Putra, "Smart Transportation for Jakarta Smart City Residents," International Conference on Global Optimization and Its Applications 2021, vol. 1, no. 1, pp. 21-21, 2021.
[37] E. K. Laksanawati and S. P. Arman, "ANALISA STUDI CONFORMITY OF PRODUCTION (COP) UNTUK DITERAPKAN DI BALAI PENGUJIAN LAIK JALAN DAN SERTIFIKASI KENDARAAN BERMOTOR (BPLJSKB) BEKASI," Prosiding Seminar Nasional Aplikasi Sains & Teknologi (SNAST), pp. 207-214, 2014.
[38] T. A. Kurniawan, P. Handayani, P. M. Akhirianto, A. S. Putra and N. Aisyah, "Application Of 5G Internet System To Improve The Economy," International Journal Of Science, Technology & Management , vol. 3, no. 1, pp. 275-283, 2022.
[39] D. Katarina, A. Nurrohman, w. and A. S. Putra, "Decision Support System For The Best Student Selection Recommendation Using Ahp (Analytic Hierarchy Process) Method," International Journal of Educational Research & Social Sciences, vol. 2, no. 5, pp. 1210-1217, 2021.
[40] R. Hermawan, M. T. Habibie, D. Sutrisno, A. S. Putra and N. Aisyah, "Decision Support System For The Best Employee Selection Recommendation Using Ahp (Analytic Hierarchy Process) Method," International Journal of Educational Research & Social Sciences, vol. 2, no. 5, pp. 1218-1226, 2021.
[41] M. S. Hartawan, A. S. Putra and A. Muktiono, "Smart City Concept for Integrated Citizen Information Smart Card or ICISC in DKI Jakarta," International Journal of Science, Technology & Management, pp. 364-370, 2020.
[42] B. Givan, . R. Wirawan, D. Andriawan, N. Aisyah, A. and A. S. Putra, "Effect of Ease And Trustworthiness To Use E-Commerce for Purchasing Goods Online," International Journal of Educational Research & Social Sciences (IJERSC), vol. 2, no. 2, p. 277–282, 2021.
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Published
2022-03-27
How to Cite
Roni Anagora, R. A., Rudini , R., Rohmat Taufiq , R. T., Ahmad Dedi Jubaedi , A. D. J., Rio Wirawan, R. W., & Arman Syah Putra. (2022). The Classification of Phishing Websites using Naive Bayes Classifier Algorithm. International Journal of Science, Technology & Management, 3(2), 553-562. https://doi.org/10.46729/ijstm.v3i2.498
Section
Articles
