Model-based Design for Gaussian Process

An introduction on model-free design methods

Neural Coordination on Encoding Simultaneously Presented Stimuli

Explore potential neural coordination using PCA and random factor models.

Dynamic Count Mixture Models (DCMM)

Summary and discussion of Dynamic Count Mixture Models (DCMM) proposed by Berry & West (2019)

Extrinsic GP for Regression on Manifolds

A review of extrinsic methods for manifolds

Contrained Lasso

Fit a dynamic international relationship to explore the time-varying relational structure

Relation between DNA damage and dosage

Fit a mixed effect model to explore relation between DNA damage and dose of chemical exposures and how such relation vary across time

Measure Biodiversity

Case study of biodiversity comparison between fungal communities in urban and natural ecosystems

Assess relationship between glucose tolerance and insulin sensitivity

Fit a log-log regression, generalized additive model, proportional odds model for nonlinear relationship exploration.