Author

Khorshed Alam

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Open access Aug 2026

Reservoir computing for network intrusion classification

This work proposes custom ESN- and LSM-based architectures that offer significantly lower computational complexity than conventional deep learning models and demonstrates performance comparable to CNN and LSTM-based approaches while achieving substantial reductions in resource usage, making them suitable for real-time...

Khorshed Alam, Mahbubul Haq Bhuiyan, Mohammad Ashraful Hoque et al. · PLoS ONE · 0 citations