Mobile Botnet Detection: A Deep Learning Approach Using Convolutional Neural Networks

作者: Suleiman Y. Yerima , Mohammed K. Alzaylaee

DOI:

关键词:

摘要: … a deep learning approach for Android botnet detection based on Convolutional Neural Networks (… Our proposed botnet detection system is implemented as a CNN-based model that is …

参考文章(14)
Abdullah J. Alzahrani, Ali A. Ghorbani, Real-time signature-based detection approach for SMS botnet conference on privacy security and trust. pp. 157- 164 ,(2015) , 10.1109/PST.2015.7232968
Heloise Pieterse, Martin S Olivier, Android botnets on the rise: Trends and characteristics information security for south africa. pp. 1- 5 ,(2012) , 10.1109/ISSA.2012.6320432
Ilya Sutskever, Geoffrey Hinton, Alex Krizhevsky, Ruslan Salakhutdinov, Nitish Srivastava, Dropout: a simple way to prevent neural networks from overfitting Journal of Machine Learning Research. ,vol. 15, pp. 1929- 1958 ,(2014)
Yoshua Bengio, Xavier Glorot, Antoine Bordes, Deep Sparse Rectifier Neural Networks international conference on artificial intelligence and statistics. ,vol. 15, pp. 315- 323 ,(2011)
Andi Fitriah Abdul Kadir, Natalia Stakhanova, Ali Akbar Ghorbani, Android Botnets: What URLs are Telling Us Network and System Security. pp. 78- 91 ,(2015) , 10.1007/978-3-319-25645-0_6
Xin Meng, George Spanoudakis, MBotCS: A Mobile Botnet Detection System Based on Machine Learning Lecture Notes in Computer Science. pp. 274- 291 ,(2016) , 10.1007/978-3-319-31811-0_17
Munam Ali Shah, Muhammad Bilal Shahid, An enhanced botnet detection technique for mobile devices using log analysis international conference on automation and computing. pp. 450- 455 ,(2016) , 10.1109/ICONAC.2016.7604961
Shahid Anwar, Jasni Mohamad Zain, Zakira Inayat, Riaz Ul Haq, Ahmad Karim, Aws Naser Jabir, None, A static approach towards mobile botnet detection international conference on electronic design. pp. 563- 567 ,(2016) , 10.1109/ICED.2016.7804708
Muhammad Yusof, Madihah Mohd Saudi, Farida Ridzuan, A New Android Botnet Classification for GPS Exploitation Based on Permission and API Calls International Conference on Advanced Engineering  Theory and Applications. pp. 27- 37 ,(2017) , 10.1007/978-3-319-69814-4_3
Wadi' Hijawi, Ja'far Alqatawna, Hossam Faris, Toward a Detection Framework for Android Botnet 2017 International Conference on New Trends in Computing Sciences (ICTCS). ,vol. 2017, pp. 197- 202 ,(2017) , 10.1109/ICTCS.2017.48