@incollection{, F2C36ABEB8B9E2696F404F3C4C24959D , author={{HanSeonJoo} and {HaYoungChoi} and {ChangHuiYun} and {MinJongCheon}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}213110 } @incollection{b0, , title={{Network traffic analysis based on collective anomaly detection}} , author={{ MAhmed } and { ANMahmood }} 10.1109/iciea.2014.6931337 , booktitle={{9th IEEE Conference on Industrial Electronics and Applications}} , year={2014. 2014} } @book{b1, , author={{ NAl Khater } and { REOverill }} , title={{Network traffic classification techniques and challenges}} , year={2015. 2015} } @book{b2, 10.1109/icdim.2015.7381869 , title={{Tenth International Conference on Digital Information Management (ICDIM)}} } @incollection{b3, , title={{Deep learning based hybrid approach of detecting fraudulent transactions}} , author={{ MJCheon } and { DHLee } and { HSJoo } and { OLee }} , journal={{Journal of Theoretical and Applied Information Technology}} 99 16 , year={2021} } @book{b4, , title={{Learning phrase representations using RNN encoder-decoder for statistical machine translation}} , author={{ KCho } and { BVan Merriƫnboer } and { CGulcehre } and { DBahdanau } and { FBougares } and { HSchwenk } and { YBengio }} arXiv:1406.1078 , year={2014} , note={arXiv preprint} } @book{b5, , title={{Empirical evaluation of gated recurrent neural networks on sequence modeling}} , author={{ JChung } and { CGulcehre } and { KCho } and { YBengio }} arXiv:1412.3555 , year={2014} , note={arXiv preprint} } @book{b6, , author={{ SIndolia } and { AKGoswami } and { SMishra } and { PAsopa }} 10.1016/j.procs.2018.05.069 , title={{Conceptual Understanding of Convolutional Neural Network-A Deep Learning Approach. Procedia Computer Science}} , year={2018} 132 } @book{b7, , title={{Hackers Are Targeting U.S. Banks, And Hardware May Give Them An Open Door}} , author={{ RLayton }} , year={2021. March 19} } @book{b8, , author={{ BJRadford } and { LMApolonio } and { AJTrias } and { JASimpson }} arXiv:1803.10769 , title={{Network traffic anomaly detection using recurrent neural networks}} , year={2018} , note={arXiv preprint} } @incollection{b9, , title={{Intrusion Detection using Network Traffic Profiling and Machine Learning for IoT}} , author={{ JRRose } and { MSwann } and { GBendiab } and { SShiaeles } and { NKolokotronis }} 10.1109/netsoft51509.2021.9492685 , booktitle={{IEEE 7th International Conference on Network Softwarization (NetSoft)}} , year={2021. 2021} } @incollection{b10, , title={{Information technology and e-business marketing strategy}} , author={{ MRSanaei } and { FMSobhani }} 10.1007/s10799-018-0289-0 , journal={{Information Technology and Management}} 19 3 , year={2018} } @incollection{b11, , title={{Grad-cam: Visual explanations from deep networks via gradientbased localization}} , author={{ RRSelvaraju } and { MCogswell } and { ADas } and { RVedantam } and { DParikh } and { DBatra }} , booktitle={{Proceedings of the IEEE international conference on computer vision}} the IEEE international conference on computer vision , year={2017} } @incollection{b12, , title={{Learning Channel-Wise Interactions for Binary Convolutional Neural Networks}} , author={{ ;ZStatista } and { JLu } and { CTao } and { JZhou } and { QTian }} , booktitle={{IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}} , year={2021. January 25. 2018. 2019. 2019} , note={Leading source countries of web application attack traffic} } @book{b13, , title={{}} 10.1109/cvpr.2019.00066 } @book{b14, , author={{ SWilliams }} , title={{APAC top target for network DDoS attacks -report. Security Brief}} , year={2021. September 6} } @incollection{b15, , title={{An SVMbased machine learning method for accurate internet traffic classification}} , author={{ RYuan } and { ZLi } and { XGuan } and { LXu }} 10.1007/s10796-008-9131-2 , journal={{Information Systems Frontiers}} 12 2 , year={2008} }