Figure out recurrent neural network usage.

cwhitman / neural-network-intrusion-detection

A work in progress project to use a simple neural network in order to detect FTP password guessing attacks, DOS attacks, and DDOS attacks.

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Figure out recurrent neural network usage. #3

Open cwhitman opened 7 years ago

cwhitman commented 7 years ago

Many of the exist intrusion detection neural networks were recurrent in order to account for the time field. We need to modify our existing network so that it is recurrent or determine if a recurrent neural network wouldn't be appropriate.

cwhitman commented 7 years ago

Paper that uses recurrent neural networks in self-organizing maps: https://web.cs.dal.ca/~zincir/bildiri/smc07-onm.pdf.

cwhitman commented 7 years ago

Another paper, discusses two recurrent self - organizing map algorithms: https://web.cs.dal.ca/~tt/CSCI650805/papers/tsom.pdf

The long story short of this paper is that RSOM works way better than TKM. The end of the paper doesn't really need to be read. The start of the paper is a nice primer to RSOM.