Extrapolation, Interpolation, and Smoothing of Stationary Time Series

E158219

"Extrapolation, Interpolation, and Smoothing of Stationary Time Series" is a foundational mathematical work by Norbert Wiener that developed the theory of optimal prediction and filtering for stationary stochastic processes, laying the groundwork for modern signal processing and control theory.

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Predicate Object
instanceOf mathematical monograph
scientific book
author Norbert Wiener
century 20th century
contribution development of the theory of optimal linear prediction for stationary stochastic processes
formulation of Wiener filtering theory
introduction of frequency-domain methods for time series prediction
rigorous treatment of extrapolation, interpolation, and smoothing problems for stationary processes
field control theory
mathematics
probability theory
signal processing
stochastic processes
hasKeyResult characterization of optimal predictors in terms of spectral densities
conditions for existence of optimal linear filters
derivation of the Wiener filter for optimal linear estimation
historicalRole early rigorous treatment of time series filtering problems
foundational work in statistical signal processing
influenced communications engineering
modern control theory
modern signal processing
time series analysis
influencedBy Kolmogorov's work on stochastic processes
language English
mainSubject linear filtering
optimal prediction
stationary time series
stochastic processes
relatedConcept Wiener filter
Wiener filter
surface form: Wiener–Kolmogorov prediction theory

linear minimum mean square error estimation
topic causal filters
extrapolation of time series
interpolation of time series
noncausal filters
prediction error
smoothing of time series
spectral factorization
usesConcept Fourier transform
Hilbert space methods
autocorrelation function
linear operators
mean-square error minimization
power spectral density
stationary stochastic process

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Norbert Wiener notableWork Extrapolation, Interpolation, and Smoothing of Stationary Time Series