The Standard Model (SM), the main physics framework describing elementary particles and the forces driving them, outlines key patterns in physical interactions referred to as gauge symmetries. One of ...

By using a causal graph, we illustrate why hidden confounders can bring bias in time series forecasting and how to tackle it. We implement causal intervention by a deep architecture that consists of ...

Be able to use causal DAGs in practice, Be able to apply basic statistical methods for confounding adjustment, Understand the problem of time-dependent confounding and when more advanced methods are ...

An index is a measure (often a numerical value) that can be representative of a particular pattern or state of a system. Climatologists monitor ... positive and negative phases of SAM depends on the ...

Timeseries are determined for each Australian State, the Northern Territory and the six regions shown above The actual data values used to produce each graph are available via the "Raw dataset" link.