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FastTraffic: A lightweight method for encrypted traffic fast classification 1 Introduction 1 Related Work 2 ML-based Method 2 DL-based Method 2 Motivation 3 Data Preprocessing of FastTraffic 3 Dataset 3 Data Preprocessing Workflow 4 Traffic Segmentation 4 Packet Filtering 4 Truncation & Byte Tokenization 4 Under-sampling 5 FastTraffic Classification Model 5 Model Architecture 5 Packet Embedding 5 Classification Network 6 Model Complexity Analysis 7 Experiment Setup 8 Device Configuration & Task Settings 8 Evaluation metrics 9 Classification Metrics 9 Efficiency metrics 9 Hyperparameter Tuning 9 Experimental Results & Analysis 9 Classification Performance Comparison 9 Operational Efficiency Comparison 10 Number of Model Parameters 10 Efficiency on high-configuration device 11 Efficiency on low-configuration device 11 Comparison in Low-resource Scenarios 12 Ablation Study 12 Conclusion 13 CRediT authorship contribution statement 13 Declaration of competing interest 13 Data availability 13 Acknowledgments 13 References 13

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Language

EN

Category

nonfiction