12 citations · 34 across the 6 of their papers we have counts for
Showing 2017Show all
2 papers · 1 filter
math.ST2017★ 2 cited
Fisher information matrix of binary time series
Xu Gao, Hernando Ombao, Daniel Gillen
A common approach to analyzing categorical correlated time series data is to fit a generalized linear model (GLM) with past data as covariate inputs. There remain challenges to con…
stat.ME2017★ 9 cited
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…