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IEEE Region 10 Symposium (TENSYMP) 2025Chung Yuan ChristianTime series classification & imputation

Improving Network Traffic Classification Through Hierarchical LSTM and Temporal Feature Learning

Hierarchical LSTM with temporal feature learning improves multi-level network traffic classification, with 3T-LSTM outperforming 1T-LSTM and boosting recall for chat and streaming apps.

Mengting Chen, Drixter Velayo Hernandez, Yu‐Kuen Lai

Published Jul 7, 2025 · 0 citations

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lenient 4/5
medium 3/10
strict 0/5
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IEEE Region 10 Conference (TENCON) 2024Chung Yuan ChristianAnomaly detection

Identification of DDoS Attacks Through SHAP-Based Feature Analysis and Transformer Models: A Multivariate Time Series Data Approach

SHAP-based feature analysis and Transformer models detect DDoS attacks in multivariate time series data with up to 99.58% F1 using 20 selected features.

Drixter Velayo Hernandez, Mengting Chen, Yu‐Kuen Lai

Published Dec 1, 2024 · 1 citation

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AI panel: 8 of 20 reviewers recommend it
lenient 5/5
medium 3/10
strict 0/5