Open access
Aug 2026
Hybrid CNN-LSTM with Adaptive Data Augmentation for Subject-Independent Human Activity Recognition
Findings provide a leakage-resistant but selection-sensitive benchmark for subject-independent DeepConvLSTM evaluation on WISDM and showed an observed class-level trade-off relative to last-timestep pooling in the evaluated comparison rather than a general architectural advantage.
Fakhrul Zidan Nurrohman, C. Dewa
· bit-Tech · 0 citations