TY - JOUR
T1 - T 2 Control Chart based on Successive Difference Covariance Matrix for Intrusion Detection System
AU - Ahsan, Muhammad
AU - Mashuri, Muhammad
AU - Kuswanto, Heri
AU - Prastyo, Dedy Dwi
AU - Khusna, Hidayatul
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2018/6/14
Y1 - 2018/6/14
N2 - The Intrusion detection is a process to monitor the events taking place in a computer system or network and analyze the monitoring results to find signs of intrusion. One of alternative solutions for intrusion detection is the usage of statistical methods that Statistical Process Control especially the control charts.. In this research, the Hotelling's T 2 chart performance for intrusion detection is improved using the Successive Difference Covariance Matrix where the control limits will be calculated using Kernel Density Estimation. The proposed method using T 2 based on Kernel Density Estimation control limit outperforms other approaches both in training and testing dataset.
AB - The Intrusion detection is a process to monitor the events taking place in a computer system or network and analyze the monitoring results to find signs of intrusion. One of alternative solutions for intrusion detection is the usage of statistical methods that Statistical Process Control especially the control charts.. In this research, the Hotelling's T 2 chart performance for intrusion detection is improved using the Successive Difference Covariance Matrix where the control limits will be calculated using Kernel Density Estimation. The proposed method using T 2 based on Kernel Density Estimation control limit outperforms other approaches both in training and testing dataset.
UR - http://www.scopus.com/inward/record.url?scp=85048882753&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/1028/1/012220
DO - 10.1088/1742-6596/1028/1/012220
M3 - Conference article
AN - SCOPUS:85048882753
SN - 1742-6588
VL - 1028
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012220
T2 - 2nd International Conference on Statistics, Mathematics, Teaching, and Research 2017, ICSMTR 2017
Y2 - 9 October 2017 through 10 October 2017
ER -