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Network Intrusion Detection System (IDS) plays an important role in defending against more and more network malicious attacks. As the structure of IDS is growing more and more complex, both the varieties and quantities of the network security devices in IDS are constantly growing, and the size of data that need to process in IDS is also growing rapidly. As a result, there is a need for a framework that can detect network attacks accurately and effectively, while can process multisource data atdoi:10.12783/dtcse/iciti2018/29119 fatcat:52dhsbdj3fc3nhxhosaj5vjh3e