Synthetic Data and Generative AI

Chapter 18: Text, sound generation, and other topics

Abstract

Here I review some important or interesting topics not covered in the previous chapters. I start with turning your data into music to potentially gain unusual insights. The second topic is the production of videos and high quality plots in R, using the Cairo and AV libraries. Then I move to dual confidence regions which are analogous to Bayesian credible regions. The concept is illustrated with a bivariate parameter estimated via the minimum contrast method, in the context of point processes. This procedure offers a mechanism to retrieve the parameters of interest using proxy statistics, when they are masked due to hidden layers. In the process, I show how to produce 3D contour plots. ...