Presentation for the Australian Bureau of Statistics I will provide an overview of some of my recent research on methods to deal with high-dimensional time series. 1. Visualizing many time series It is becoming increasingly common for organizations to collect very large amounts of data over time. Data visualization is essential for exploring and understanding structures and patterns, and to identify unusual observations. However, the sheer quantity of data available challenges current time series visualisation …