Modeling and Machine Learning

Models

cedalion.models.glm

Tools for describing fNIRS data with general linear models.

Decomposition Methods

cedalion.sigdecomp.ERBM	Independent Component Analysis by Entropy Bound Rate Minimization (ICA-ERBM) based on Li and Adali [LA10a] and Fu et al. [FPA+14].
cedalion.sigdecomp.ICA_EBM	Independent Component Analysis by Entropy Bound Minimization (ICA-EBM) based on Li and Adali [LA10b].

Examples

Basic single trial fNIRS finger tapping classification

GLM Basis Functions

GLM Fingertapping Example

GLM Illustrative Example