Foundations of Time Series Analysis and Prediction Theory

This book provides a mathematical foundation for prediction theory and time series analysis using the idea of regression (prediction) and the geometry of Hilbert spaces. The need for a mathematical foundation is manifested by the maturity, widespread use and truly interdisciplinary nature of time series analysis lying at the intersection of the mathematical statistical, computational, physical, engineering and system sciences, just to name a few.