Charlotte Ricarda Doll

Position: Why a Dynamical Systems Perspective is Needed to Advance Time Series Modeling

Time series (TS) modeling has come a long way from early statistical, mainly linear, approaches to the current trend in TS foundation models. With a lot of hype and industrial demand in this field, it is not always clear how much progress there really is. To advance TS forecasting and analysis to th…