Latest Research in Brain-Computer Interface Modalities

Top Research Topics in Brain-Computer Interface Modalities

• EEG and Brain-Computer Interfaces — 75 papers
• Machine Learning — 40 papers
• Emotion and Mood Recognition — 22 papers
• Motor Control and Adaptation — 14 papers
• Signal Processing — 13 papers
• Functional Brain Connectivity Studies — 12 papers
• Stroke Rehabilitation and Recovery — 12 papers
• Human-Computer Interaction — 12 papers
• Heart Rate Variability and Autonomic Control — 10 papers
• Balance, Gait, and Falls Prevention — 10 papers

Highest-Cited Papers

1. Frequency and laminar profile of feature-specific visual activity revealed by interleaved EEG–fMRI (2 citations)
2. Patterns of information flow in autism canonical brain network by transfer entropy approach (1 citations)
3. Simultaneous speech and gesture decoding for multimodal communication in paralysis (1 citations)
4. Uncovering dynamic human brain phase coherence networks (1 citations)
5. MSU-TL: U-net-driven EEG epilepsy detection under mask self-supervised and transfer learning paradigms
6. Neural oscillatory responses to angry and neutral expressions become weaker with aging in face-sensitive regions
7. StressNet: Neuromorphic multimodal stress recognition from wearable physiological signals
8. ABFR-KAN: Kolmogorov-Arnold Networks for Functional Brain Analysis
9. Recognition of digits from brain data: A neural decoding approach
10. Dynamic Stress and Emotional Health Management Platform Based on the Fusion of Multimodal Music Emotion Perception and Wearable Physiological Signals
11. Increased corticospinal excitability after rest with short term motor performance
12. Usability Evaluation of Visual Feedback and Task Parameters in XR-Based Upper-Limb Tracking for Rehabilitation
13. GETNet: a gate-enhanced temporal network for electrophysiological source imaging
14. Comparison of Visual Feedback Conditions While Learning a Redundant Novel Visuomotor Task
15. Posterior insula activity is associated with VR sickness severity after prolonged immersion: a resting-state fMRI study
16. Neurofeedback-induced network plasticity in motor and default mode networks correlates with motor recovery after stroke
17. Personalized Electrocardiographic and HRV Dynamics for Acute Stress Detection: A Leave-One-Subject-Out Benchmark on WESAD
18. Reward reduces motor fatigability by increasing movement vigour
19. Blended Care in the mCIMT-BiT Pirate Group in Children with Unilateral Cerebral Palsy: A Feasibility Study
20. Measuring motor intent for BCI control–A comparative analysis of signal quality of simultaneously recorded vECoG and scalp EEG

Sub-Regions

• Virtual Reality Applications and Impacts — 109 papers
• Transcranial Magnetic Stimulation Studies — 90 papers
• Emotion and Mood Recognition — 88 papers
• EEG and Brain-Computer Interfaces — 64 papers
• Artificial Intelligence — 43 papers
• Machine Learning — 31 papers