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Journal : JUITA : Jurnal Informatika

Number of Cyber Attacks Predicted With Deep Learning Based LSTM Model Joko Siswanto; Irwan Sembiring; Adi Setiawan; Iwan Setyawan
JUITA: Jurnal Informatika JUITA Vol. 12 No. 1, May 2024
Publisher : Department of Informatics Engineering, Universitas Muhammadiyah Purwokerto

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30595/juita.v12i1.20210

Abstract

The increasing number of cyber attacks will result in various damages to the functioning of technological infrastructure. A prediction model for the number of cyber attacks based on the type of attack, handling actions and severity using time-series data has never been done. A deep learning-based LSTM prediction model is proposed to predict the number of cyberattacks in a time series on 3 evaluated data sets MSLE, MSE, MAE, RMSE, and MAPE, and displays the predicted relationships between prediction variables. Cyber attack dataset obtained from kaggle.com. The best prediction model is epoch 20, batch size 16, and neuron 32 with the lowest evaluation value on MSLE of 0.094, MSE of 9.067, MAE of 2.440, RMSE of 3.010, and MAPE of 10.507 (very good model because the value is less than 15) compared other variations. There is a negative correlation for INTRUSION-MALWARE, BLOCKED-IGNORED, IGNORED-LOGGED, and LOW-MEDIUM. The predicted results for the next 12 months will increase starting from the second month at the same time. The resulting predictions can be used as a basis for policy and strategy decisions by stakeholders in dealing with fluctuations in cyber attacks that occur.
Co-Authors Absa, Munzir Adella Septiana Mugirahayu Agik Nur Efendi Agus Suryanto Aini Nurul Al-Humairi, Safaa Najah Saud Albet Maydiantoro Alchalil Alchalil Aldian Umbu Tamu Ama Aldian Umbu Tamu Ama Alfida Tegar Nurani Alicia Anggelia Lumbantoruan ALOYSIUS JOAKIM FERNANDEZ Ariani, Dwi Setya Ariska, Nenda Atina Rahmatalia Bambang Susanto Barlian Henryranu Prasetio Baskoro Arie Nugroho Bayu Wijayanto Beni Utomo Christiana Hari Soetjiningsih Christina Maya Indah Susilowati Cut Aja Rahmawati D. B. Nugroho, D. B. Dabet, Abubakar Daivi Wardani, Daivi Delsylia Tresnawaty Ufi Denny Indrajaya Denny Indrajaya Deswita, Yenny Dewi Anisa Istiqomah Dewi Lukitasari Dhevyantoa, Benny Didit Budi Nugroho Djoko Hartanto Dodi Wirawan Irawanto E. D. Saputri, E. D. Edita Rosana Widasari, Edita Rosana Effendy, Ahmad Hidayat Eko Sediyono Eko Widaryanto Elsa Septyana Endang Sulistyaningsih Faisal Faisal Faldy Tita Fika Widya Pratama Fiyas Mahananing Puri Haay, Happy Alyzhya Hamzah Hamzah Hanifa Maulani Ramadhan Hanna Arini Parhusip Hari Slamet Trianto Hari Slamet Trianto Hariyanto Hariyanto Hartiningsih, Tri Henderi . Henry Junus Wattimanela Ignatius Agus Supriyono Ilham Hizbuloh Irwan Sembiring Iwan Setiawan Iwan Setyawan Johanes Dian Kurniawan Joko Siswanto JT Lobby Loekmono Keo, Jitro Jemryes Krisdiana Krisdiana, Krisdiana Kurniawan, Johanes Dian Kurniawan, Titus Antonius David Legenda Prameswono Pratama Leipary, Harfely Leonardo Refialy Leonardo Refialy, Leonardo Leopoldus Ricky Sasongko Lilik Linawati Lindin Anderson Lukman Hakim Lutpiani, Anisa Lydia Soepriyani Fallo M. Iqbal Maharani, Siska Manfaluthy, Mauludi masipupu, Frangky Aristiadi Maufiquddin, Fiqih Ma’arif, Syahrul Meydelina, Gloria Mitha Febby R. Donggori Mitha Febby R. Donggori Modjo, Marchella Ellena Mohammad Ridwan Mufti, Rijalul Muhammad Sayuthi Nabiela, Noorsy Zidna Nadeak, Nathalia Ully Nafisah Riskya Hasna Natalia Christy Waney Ninda Lutfiani Nisa, Syarifah Rahimatun Novelia, Riana Novelyn, Ruth Nugraha, Anggit Ferdita Nukuhaly, Nur Apriani Nur Edy Suminarti Olivia Rumahpasal Pariama, Aprillia Mauren Pradani, Wynona Adita Priatna , Wowon Purbaratri, Winny Purwoko, Agus Putra, Trisno Wardy Qurotul Aini Rachayu, Laras Andriani Rachel Wulan Nirmalasari Wijaya Rahma Anugraheny Raunica, Elsha Afry Rayhan, Fathan Andhika Riana Dewi Risma Margaretha Sinaga Rizkina, Shafira Rizqon Hasibuan Romauli Basaria Rosa, Angela Griya Adinda Rozanna Dewi Rudhito, Andy Safitri, Dinda Saitama, Akbar Salomina Patty SARI, EMMA NOVITA Setiawan, Romi Adetio Setivani, Febi sitawati Soeharto Soeharto Sri Suwartiningsih Sulistio Sulistio Surya Tri Atmaja Ramadhani Suryadi Suryadi Suryasatriya Trihandaru Sutarto Wijono Syahputra, Azhar Syam, Azhari Muhammad Syukri Syukri Tamaela, Jemaictry Theo Sarita, Fetriks Theopillus J. H. Wellem Tri Wahyuningsih Tundjung Mahatma Untung Rahardja Untung Rahardja Vikky Aprelia Windarni Vikky Aprelia Windarni Vincentia Pawestri Wa Mirna Wahyuni Kristinawati Wattimanela, Henry Junus Wibowo, Mars Caroline Wilyanti, Sinka Windarni, Vikky Aprelia Wisnu Anendya Sekti Yanuar Zulardiansyah Arief Yenusi, Yuni naomi Yulius Yusak Ranimpi Zaki, Khozin