An analysis of a host behavior is an essential key for modern network management and security. A robust profile enables the managers to detect anomalies with high accuracy, predict behavior, or group clusters better management. Hence, profiling methods attract interest many researchers, novel are being introduced. However, these frequently developed on preprocessed small datasets. Therefore, th...