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单词 Kalman filter
释义
Kalman filter

Statistics
  • A computationally efficient method of updating the estimates of the time-dependent parameters of a multiple regression model as successive values in the time series of values of the dependent variable (see regression) become available. Exponential smoothing provides an extremely simple example of the recursive calculations involved. The procedure was introduced by Kalman in 1960.


Computer
  • A mathematical estimation technique used to predict the behaviour of a system from observations that contain noise. Used in applications involving tracking, prediction, or forecasting, it is particularly useful in navigation of autonomous vehicles or robots.


Economics
  • A recursive algorithm for optimal estimation (minimization of the mean squared error) and prediction of state variables generated by a stochastic process. The estimator is based on the currently available information and allows the estimate to be updated when new observations become available.


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