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linear prediction : ウィキペディア英語版
linear prediction
Linear prediction is a mathematical operation where future values of a discrete-time signal are estimated as a linear function of previous samples.
In digital signal processing, linear prediction is often called linear predictive coding (LPC) and can thus be viewed as a subset of filter theory. In system analysis (a subfield of mathematics), linear prediction can be viewed as a part of mathematical modelling or optimization.
== The prediction model ==

The most common representation is
:\widehat(n) = \sum_^p a_i x(n-i)\,
where \widehat(n) is the predicted signal value, x(n-i) the previous observed values, and a_i the predictor coefficients. The error generated by this estimate is
:e(n) = x(n) - \widehat(n)\,
where x(n) is the true signal value.
These equations are valid for all types of (one-dimensional) linear prediction. The differences are found in the way the parameters a_i are chosen.
For multi-dimensional signals the error metric is often defined as
:e(n) = \|x(n) - \widehat(n)\|\,
where \|\cdot\| is a suitable chosen vector norm. Predictions such as \widehat(n) are routinely used within Kalman filters and smoothers to estimate current and past signal values, respectively.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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