TY - GEN
T1 - Applying accuracy-based LCS to detecting anomalous database access
AU - Seo, Suin
AU - Cho, Sung Bae
N1 - Publisher Copyright:
© 2018 Association for Computing Machinery.
Copyright:
Copyright 2018 Elsevier B.V., All rights reserved.
PY - 2018/7/6
Y1 - 2018/7/6
N2 - Database intrusion detection (DB-IDS) is the problem of detecting anomalous queries in transaction systems like e-commerce platform. The adaptive detection algorithm is necessary to find anomaly accesses when the environment changes continuously. To solve this problem, we used accuracy-based LCS (XCS), one of the primary model of adaptive machine learning method, for detecting malicious accesses in databases. In the problem of database intrusion detection which changes the detecting targets, we found and analyzed the patterns of rule generation to show systemically how the adaptive learning of XCS algorithm is working in practical usage.
AB - Database intrusion detection (DB-IDS) is the problem of detecting anomalous queries in transaction systems like e-commerce platform. The adaptive detection algorithm is necessary to find anomaly accesses when the environment changes continuously. To solve this problem, we used accuracy-based LCS (XCS), one of the primary model of adaptive machine learning method, for detecting malicious accesses in databases. In the problem of database intrusion detection which changes the detecting targets, we found and analyzed the patterns of rule generation to show systemically how the adaptive learning of XCS algorithm is working in practical usage.
UR - http://www.scopus.com/inward/record.url?scp=85051559886&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85051559886&partnerID=8YFLogxK
U2 - 10.1145/3205651.3208315
DO - 10.1145/3205651.3208315
M3 - Conference contribution
AN - SCOPUS:85051559886
T3 - GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion
SP - 1442
EP - 1448
BT - GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion
PB - Association for Computing Machinery, Inc
T2 - 2018 Genetic and Evolutionary Computation Conference, GECCO 2018
Y2 - 15 July 2018 through 19 July 2018
ER -