Source Themes

Bayesian Rank Selection in Multivariate Regression

Bayesian algorithm for averaging over rank reduced VARs.

From Amazon to Apple: Modeling Online Retail Sales, Purchase Incidence, and Visit Behavior

Using a copula model for browsing behaviour (page views and duration spent on website) and purchasing behaviour (purchase incidence and sales amount).

Model selection for discrete regular vine copulas

Develops pair copula constructions for multivariate discrete data.

Bayesian skew selection for multivariate models

Selection of skewness in multivariate distributions. Applications to electricity spot prices.

Bayesian density forecasting of intraday electricity prices using multivariate skew t distributions

Density forecasts of Australian electricity spot prices.

Bayesian identification, selection and estimation of semiparametric functions in high-dimensional additive models

Estimation and selection of non-linear functions in additive models. Application to electricity load modelling.