This MATLAB package is to perform linearized encoding analysis on time series data (see Kim, 2022, Frontiers in Neuroscience).
This version (v0.0.0-alpha-20240902) is for a tutorial at KSMPC (Korean Society for Music Perception and Cognition) Summer School 2024 [only Korean]. Currently, only nested leave-one-stimulus-out cross-validation is implemented. Each response unit is optimized separately via grid search, but a single lambda regularizes all stimulus features.
Please see /README.mlx on MATLAB to learn more about it.
If you don't have access to a MATLAB license, please know that you can still use MATLAB Online Basic for an educational purpose (free 30 hours/month) at matlab.mathworks.com.
For the methodological background of the analysis, please see the tutorial (mostly English).
(CC0-BY) 2024-09-02, [email protected]