TY - GEN
T1 - A method for intrusion detection in web services based on time series
AU - Shirani, Paria
AU - Azgomi, Mohammad Abdollahi
AU - Alrabaee, Saed
N1 - Publisher Copyright:
© 2015 IEEE.
PY - 2015/6/19
Y1 - 2015/6/19
N2 - A prevalent issue in today's society that has attracted much attention is anomaly detection in time series. Service-oriented architecture (SOA) and web services are considered as one of the most important technologies. In this paper, we propose a model for intrusion detection in web services based on the autoregressive integrated moving average (ARIMA). First, we apply the ARIMA model to the training data. Second, we forecast their next behavior within a specific confidence interval. Third, we examine the testing data; if any instance falls out of the range of the confidence interval, it might be an anomaly, and the system will notify the administrator. We present experiments and results obtained using real world data.
AB - A prevalent issue in today's society that has attracted much attention is anomaly detection in time series. Service-oriented architecture (SOA) and web services are considered as one of the most important technologies. In this paper, we propose a model for intrusion detection in web services based on the autoregressive integrated moving average (ARIMA). First, we apply the ARIMA model to the training data. Second, we forecast their next behavior within a specific confidence interval. Third, we examine the testing data; if any instance falls out of the range of the confidence interval, it might be an anomaly, and the system will notify the administrator. We present experiments and results obtained using real world data.
UR - http://www.scopus.com/inward/record.url?scp=84938355644&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84938355644&partnerID=8YFLogxK
U2 - 10.1109/CCECE.2015.7129383
DO - 10.1109/CCECE.2015.7129383
M3 - Conference contribution
AN - SCOPUS:84938355644
T3 - Canadian Conference on Electrical and Computer Engineering
SP - 836
EP - 841
BT - 2015 IEEE 28th Canadian Conference on Electrical and Computer Engineering, CCECE 2015
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2015 28th IEEE Canadian Conference on Electrical and Computer Engineering, CCECE 2015
Y2 - 3 May 2015 through 6 May 2015
ER -