1 citations · 1 across the 5 of their papers we have counts for
5 papers
Semiparametric quantile functional regression analysis of adolescent physical activity distributions in the presence of missing data
Benny Ren, Ian Barnett, Haochang Shou +8
In the age of digital healthcare, passively collected physical activity profiles from wearable sensors are a preeminent tool for evaluating health outcomes. In order to fully lever…
The Cox-Polya-Gamma Algorithm for Flexible Bayesian Inference of Multilevel Survival Models
Benny Ren, Jeffrey Morris, Ian Barnett
Bayesian Cox semiparametric regression is an important problem in many clinical settings. Bayesian procedures provide finite-sample inference and naturally incorporate prior inform…
Analysis of block slice samplers for Bayesian GLMMs and GAMs with linear inequality and shape constraints
Benny Ren, Jeffrey Morris, Ian Barnett
Exponential family models, generalized linear models (GLMs), generalized linear mixed models (GLMMs) and generalized additive models (GAMs) are widely used methods in statistics. H…
Combining Mixed Effects Hidden Markov Models with Latent Alternating Recurrent Event Processes to Model Diurnal Active-Rest Cycles
Benny Ren, Ian Barnett
Data collected from wearable devices and smartphones can shed light on an individual's pattern of behavioral and circadian routine. Phone use can be modeled as alternating event pr…
Autoregressive Mixture Models for Serial Correlation Clustering of Time Series Data
Benny Ren, Ian Barnett
Clustering time series into similar groups can improve models by combining information across like time series. While there is a well developed body of literature for clustering of…