A Bayesian network approach to explaining time series with changing structure
Allan Tucker, Xiaohui Liu · Intelligent Data Analysis · 2004
Many examples exist of multivariate time series where dependencies between variables change over time. If these changing dependencies are not taken into account, any model that is learnt from the data will average over the different dependency struct