Evaluating Shallow and Deep Neural Networks for Network Intrusion Detection Systems in Cyber Security

International Conference on Computing, Communication and Networking Technologies (ICCCNT) 2018 Rahul-Vigneswaran KVinayakumar RSoman KPPrabaharan Poornachandran

Intrusion detection system (IDS) has become an essential layer in all the latest ICT system due to an urge towards cyber safety in the day-to-day world. Reasons including uncertainty in finding the types of attacks and increased the complexity of advanced cyber attacks, IDS calls for the need of integration of Deep Neural Networks (DNNs)... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK LEADERBOARD
Network Intrusion Detection KDD DNN-3 Accuracy 93 # 1