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Neural Decoding & Psychophysics Analyses

Course project · 2025

Neuroscience · Decoding · Psychophysics
  • Implemented psychometric curve fitting (sigmoid / Gaussian CDF) and ROC-based sensitivity analysis on a facial-identity detection psychophysics task, testing hypotheses on spatial frequency, gender, and handedness effects.
  • Performed spike sorting from scratch including bandpass filtering, threshold-based detection, PCA/t-SNE feature extraction, and K-means clustering on extracellular neural recordings.
  • Preprocessed EEG data and applied temporal and spatial MVPA, time-generalization decoding, and mutual-information analysis to investigate visual representations. Compared neural representations with CORnet-S using representational similarity analysis (RSA).