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1. A Fusion Dimension Reduction Method for the Features of Surface Electromyographic Signals

2. Parkinsonian Tremor as Unstable Feedback in a Physiologically Consistent Control Framework

3. Active Neural Network Control for a Wearable Upper Limb Rehabilitation Exoskeleton Robot Driven by Pneumatic Artificial Muscles

4. A Multi-Modal Classification Method for Early Diagnosis of Mild Cognitive Impairment and Alzheimer’s Disease Using Three Paradigms With Various Task Difficulties

5. A Review of Intelligent Walking Support Robots: Aiding Sit-to-Stand Transition and Walking

6. Synthetic IMU Datasets and Protocols Can Simplify Fall Detection Experiments and Optimize Sensor Configuration

7. Development and Evaluation of Refreshable Braille Display and Active Touch-Reading System for Digital Reading of the Visually Impaired

8. Learning to Walk With Deep Reinforcement Learning: Forward Dynamic Simulation of a Physics-Based Musculoskeletal Model of an Osseointegrated Transfemoral Amputee

9. An IMU-Based Ground Reaction Force Estimation Method and Its Application in Walking Balance Assessment

10. Cross-User Electromyography Pattern Recognition Based on a Novel Spatial-Temporal Graph Convolutional Network

11. A Probability Fusion Approach for Foot Placement Prediction in Complex Terrains

12. Rehabilitation Modulates High-Order Interactions Among Large-Scale Brain Networks in Subacute Stroke

13. Multi-Level Graph Neural Network With Sparsity Pooling for Recognizing Parkinson’s Disease

14. Research on a New Rehabilitation Robot for Balance Disorders

15. Graph Signal Smoothness Based Feature Learning of Brain Functional Networks in Schizophrenia

16. Pattern Matching for Real-Time Extraction of Fast and Slow Spectral Components From sEMG Signals

17. Muscle Synergy-Based Functional Electrical Stimulation Reduces Muscular Fatigue in Post-Stroke Patients: A Systematic Comparison

18. Monitoring Level of Hypnosis Using Stationary Wavelet Transform and Singular Value Decomposition Entropy With Feedforward Neural Network

19. Efficient Observer Design for Ambulatory Estimation of Body Centre of Mass Position

20. Revised Tunable Q-Factor Wavelet Transform for EEG-Based Epileptic Seizure Detection

21. Data-Driven Design of a Six-Bar Lower-Limb Rehabilitation Mechanism Based on Gait Trajectory Prediction

22. A Skeleton-Based Rehabilitation Exercise Assessment System With Rotation Invariance

23. Automatic Reconstruction of Deep Brain Stimulation Lead Trajectories From CT Images Using Tracking and Morphological Analysis

24. HDE-Array: Development and Validation of a New Dry Electrode Array Design to Acquire HD-sEMG for Hand Position Estimation

25. A Systematic Review on Rigid Exoskeleton Robot Design for Wearing Comfort: Joint Self-Alignment, Attachment Interface, and Structure Customization

26. Adapting Action Recognition Neural Networks for Automated Infantile Spasm Detection

27. BrainNPT: Pre-Training Transformer Networks for Brain Network Classification

28. Wearable Technologies for Monitoring Upper Extremity Functions During Daily Life in Neurologically Impaired Individuals

29. Cascaded Thinning in Upscale and Downscale Representation for EEG Signal Processing

30. Deep Neural Network-Based Empirical Mode Decomposition for Motor Imagery EEG Classification

31. Recurrent Neural Network Enabled Continuous Motion Estimation of Lower Limb Joints From Incomplete sEMG Signals

32. Development and Evaluation of a Real-Time Phase-Triggered Stimulation Algorithm for the CorTec Brain Interchange

33. Early Detection of Parkinson’s Disease Using Deep NeuroEnhanceNet With Smartphone Walking Recordings

34. A Compact Graph Convolutional Network With Adaptive Functional Connectivity for Seizure Prediction

35. Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces

36. Improving Human Activity Recognition With Wearable Sensors Through BEE: Leveraging Early Exit and Gradient Boosting

37. Lightweight Neural Network for Sleep Posture Classification Using Pressure Sensing Mat at Various Sensor Densities

38. Automatic Feature Selection for Sensorimotor Rhythms Brain-Computer Interface Fusing Expert and Data-Driven Knowledge

39. Insights Into Detecting Adult ADHD Symptoms Through Advanced Dual-Stream Machine Learning

40. A Novel Method to Identify Mild Cognitive Impairment Using Dynamic Spatio-Temporal Graph Neural Network

41. A Learnable and Explainable Wavelet Neural Network for EEG Artifacts Detection and Classification

42. A Novel Bilateral Underactuated Upper Limb Exoskeleton for Post-Stroke Bimanual ADL Training

43. BELT: Bootstrapped EEG-to-Language Training by Natural Language Supervision

44. A Knowledge-Driven Framework Discovers Brain ACtivation-Transition-Spectrum (ACTS) Features for Parkinson’s Disease

45. Artificial Intelligence-Based Facial Palsy Evaluation: A Survey

46. A Hierarchical Bayesian Model for Cyber-Human Assessment of Movement in Upper Extremity Stroke Rehabilitation

47. Improving Hand Gesture Recognition Robustness to Dynamic Posture Variations by Multimodal Deep Feature Fusion

48. Empowering High-Level Spinal Cord Injury Patients in Daily Tasks With a Hybrid Gaze and FEMG-Controlled Assistive Robotic System

49. Assessing the Effect of Cervical Transcutaneous Spinal Stimulation With an Upper Limb Robotic Exoskeleton and Surface Electromyography

50. fNIRS-Driven Depression Recognition Based on Cross-Modal Data Augmentation