Data Preprocessing for Network Intrusion Detection
Most of IDS(Intrusion Detection System) are very particular about data source which might be asked to be categorical data or need to be correctly labeled. Therefore, the data preprocessing is an indispensable part in intrusion detecting. KDD Cpu 1999 Dataset is usually used for experimental data. This paper briefly introduces the features and the structure of the KDD Cpu 1999 Dataset and presents the method of the data preprocessing at Intrusion Detection System based on the neural network clustering’s algorithm.
L. Li and Y. Yuan, "Data Preprocessing for Network Intrusion Detection ", Applied Mechanics and Materials, Vols. 20-23, pp. 867-871, 2010