Dengzhe Hou
Community@dengzhe-hou · Sendai Japan
Agent Skills by Dengzhe Hou
Showing 19 vetted skills indexed across 1 GitHub repositories.
eeg-tfr
Compute EEG time-frequency representations and inter-trial coherence from epoched data.
eeg-connectivity
Compute EEG functional connectivity metrics across conditions and frequency bands.
eeg-preprocess
Preprocess raw EEG recordings into ICA-ready data with filtering and artifact removal.
eeg-erp
Compute ERP evoked responses and component measures from EEG epochs.
eeg-report
Aggregate EEG stage outputs into mne.Report HTML and Markdown summaries.
eeg-ica
Fit ICA per subject and reject artifact components using ICLabel confidence scoring.
eeg-epoch
Segment cleaned EEG into event-locked epochs with baseline correction and artifact rejection.
eeg-audit
Validate EEG analysis claims across plan, stats, and report artifacts.
eeg-behavior
Computes RT/accuracy summaries and links EEG trial predictors to behavioral outcomes via regression, median-split, or correlation.
eeg-pipeline
Orchestrate end-to-end EEG analysis from BIDS ingestion through audit.
eeg-microstate
Fit and back-fit EEG microstate templates to quantify scalp microstate dynamics.
eeg-bids
Convert raw EEG recordings into BIDS-EEG layouts with MNE-BIDS validation.
eeg-spectral
Compute EEG power spectral density and band power from preprocessed or epoched data.
eeg-source
Estimate cortical and dipole EEG sources with MNE-Python inverse modeling.
eeg-decoding
Perform multivariate decoding on EEG epochs with cross-validated scoring and permutation significance.
eeg-methods-text
Generate a COBIDAS-MEEG-compliant EEG methods paragraph from project artifacts.
eeg-figure
Render publication-quality EEG figures from precomputed stage outputs and a deterministic FIGURE_PLAN.
eeg-recipe
Execute a published EEG analysis recipe end-to-end on user data.
eeg-stats
Run claim-driven EEG group statistics with cluster-based permutation tests.