Filtering notes (II): state-space models

Part II of the filtering notes series: Part I: signal plus noise models Part II: state-space-models Part III: state-space-models Introduction Whether modelling the trajectory of a rocket, forecasting economic trends, or powering large language models, discrete linear state-space models (SSMs) provide a unifying framework for estimation, prediction, and learning. At their core, a linear SSM models…