An improved ELM-based and data preprocessing integrated approach for phishing detection considering comprehensive features
Expert Systems with Applications(2021)
摘要
•Define three types of features extracted from URLs, domains, etc.•Exploit a method to balance the majority and minority class samples.•Adopt an improved DAE-based method to reduce the dimension of the dataset.•Boost the detection performance by using the improved ELM-based classifier.•Do experiments to verify the feasibility and effectiveness of the proposed approach.
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关键词
Phishing detection,Extreme learning machine (ELM),ADASYN,SDAE,Dimension reduction,Non-inverse matrix
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