Li Shen

Discriminability-Aware Symmetric Bit-Wise Feature Encoding for Resource-Constrained IoT Traffic Classification

Resource-constrained traffic classification requires mapping heterogeneous numerical features into a fixed-length binary input. Equal-width encoding ignores differences in discriminability, whereas range-only allocation may spend precision on weak predictors. We propose discriminability-aware symmetric bit-wise feature...