Prediction of Freezing of Gait in Parkinson's disease based on multi-channel time-series neural network

Boyan Wang, Xuegang Hu, Rongjun Ge, Chenchu Xu, Jinglin Zhang, Zhifan Gao, Shu Zhao, Kemal Polat

Abstract: Highlights•MCT-Net: Novel deep learning method for FOG prediction in multi-channel wearables.•Causal convolutions integrate gait features for efficient, advanced prediction.•Intra-channel and inter-channel transformers overcome the interference in wearables.