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I was in charge of cleaning the data which are the packets captured by TCP dump.
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Created a chaff perturbation simulation algorithm in python to manipulate the TCP traffic to test if an intrusion detection algorithm is resistant to the changes.
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Using Azure Databricks, created a cluster and uploaded the packets as a text file that has been collected by using TCPDump to run some statistical analysis such as getting the standard deviations of the run trip time, removing outliers with the z-score, and filtering the packets to determine how effective the intrusion detection algorithm is
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Published Research paper: https://www.mdpi.com/2079-9292/12/18/3855
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Summer 2023 Research Project
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jaekim24/Stepping_Stone_Intrusion_Detection_Research
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