Sensoring and Application of Multimodal Data for the Detection of Freezing of Gait in Parkinson's Disease

no code implementations • 9 Oct 2021 • Wei zhang, Debin Huang, Hantao Li, Lipeng Wang, Yanzhao Wei, Kang Pan, Lin Ma, Huanhuan Feng, Jing Pan, Yuzhu Guo

The accurate and reliable detection or prediction of freezing of gaits (FOG) is important for fall prevention in Parkinson's Disease (PD) and studying the physiological transitions during the occurrence of FOG.

EEG valid

A New Modal Autoencoder for Functionally Independent Feature Extraction

no code implementations • 25 Jun 2020 • Yuzhu Guo, Kang Pan, Simeng Li, Zongchang Han, Kexin Wang, Li Li

Autoencoders have been widely used for dimensional reduction and feature extraction.

General Classification Representation Learning

Boosted Convolutional Neural Networks for Motor Imagery EEG Decoding with Multiwavelet-based Time-Frequency Conditional Granger Causality Analysis

no code implementations • 22 Oct 2018 • Yang Li, Meng-Ying Lei, Xianrui Zhang, Weigang Cui, Yuzhu Guo, Ting-Wen Huang, Hua-Liang Wei

Decoding EEG signals of different mental states is a challenging task for brain-computer interfaces (BCIs) due to nonstationarity of perceptual decision processes.

Binary Classification EEG +2