Semiparametric Latent ANOVA Model for Event-Related Potentials

We propose a semiparametric latent ANOVA model (SLAM) that unifies inference on ERP components and their association to covariates. SLAM modelsERP waveforms via a structured Gaussian process prior that encodes ERP latency in its derivative and links the subject-level latencies to covariates using a latent ANOVA.

Bayesian Modeling of Event-related Potentials

Bayesian hierarchical modeling for latency and amplitude estimation of event-related potentials

Event-related Potentials

Bayesian hierarchical modeling for latency estimation of event-related potentials

Bayesian Modeling of Complex-valued fMRI

Bayesian spatiotemporal modeling of CV-fMRI via kernel convolutions