Research Article

LogPal: A Generic Anomaly Detection Scheme of Heterogeneous Logs for Network Systems

Table 1

Examples of heterogeneous logs.

Log typeDetailed message

Hadoop2015-10-17 15 : 38 : 05,258 INFO [main] org.Apache.hadoop.metrics2.impl.MetricsSystemImpl: MapTask metrics system started
Thunderbird2005.11.09 #8# Nov 9 12 : 20 : 55 #8#/#8# sshd[16228]: password authentication for user #41# accepted
Blue gene (L)2005-06-03-15.42.50.363779 R02-M1-N0-C : J12-U11 RAS KERNEL INFO instruction cache parity error corrected