Modeling Binary Time Series Using Gaussian Processes with Application to Predicting Sleep States

Xu Gao, Babak Shahbaba, Hernando Ombao

Motivated by the problem of predicting sleep states, we develop a mixed effects model for binary time series with a stochastic component represented by a Gaussian process. The fixe…