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In [[time series analysis]], the '''moving-average''' ('''MA''') model is a common approach for modeling [[univariate]] time series models. The notation MA(''q'') refers to the moving average model of order ''q'':


:<math> X_t = \mu + \varepsilon_t + \theta_1 \varepsilon_{t-1} + \cdots + \theta_q \varepsilon_{t-q} \,</math>
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where &mu; is the mean of the series, the ''θ''<sub>1</sub>, ..., ''θ''<sub>''q''</sub> are the parameters of the model and the ''ε''<sub>''t''</sub>, ''ε''<sub>''t''&minus;1</sub>,... are [[white noise]] error terms. The value of ''q'' is called the order of the MA model. This can be equivalently written in terms of the [[backshift operator]] ''B'' as
 
:<math>X_t = \mu + (1 + \theta_1 B + \cdots + \theta_q B^q)\varepsilon_t.</math>
 
Thus, a moving-average model is conceptually a [[linear regression]] of the current value of the series against current and previous (unobserved) white noise error terms or random shocks.  The random shocks at each point are assumed to be mutually independent and to come from the same distribution, typically a [[normal distribution]], with location at zero and constant scale. Fitting the MA estimates is more complicated than with [[autoregressive model]]s (AR models) because the lagged error terms are not observable. This means that iterative [[Curve fitting|non-linear fitting]] procedures need to be used in place of linear least squares.  
 
The moving-average model is essentially a [[finite impulse response]] filter applied to white noise, with some additional interpretation placed on it. The role of the random shocks in the MA model differs from their role in the AR model in two ways. First, they are propagated to future values of the time series directly: for example, <math>\varepsilon _{t-1}</math> appears directly on the right side of the equation for <math> X_t</math>. In contrast, in an AR model <math>\varepsilon _{t-1}</math> does not appear on the right side of the <math> X_t</math> equation, but it does appear on the right side of the <math> X_{t-1}</math> equation, and <math> X_{t-1}</math> appears on the right side of the <math> X_t</math> equation, giving only an indirect effect of <math>\varepsilon_{t-1}</math> on <math> X_t</math>. Second, in the MA model a shock affects <math> X</math> values only for the current period and ''q'' periods into the future; in contrast, in the AR model a shock affects <math> X</math> values infinitely far into the future, because <math>\varepsilon _t</math> affects <math> X_t</math>, which affects <math> X_{t+1}</math>, which affects <math> X_{t+2}</math>, and so on forever.
 
Sometimes the [[autocorrelation function]] (ACF) and [[partial autocorrelation function]] (PACF) will suggest that an MA model would be a better model choice and sometimes both AR and MA terms should be used in the same model (see [[Box-Jenkins#Identify p and q]]).
 
==See also==
*[[Autoregressive moving-average model]]
*[[Autoregressive model]]
 
{{noreferences|date=January 2012}}
==External links==
*[http://www.itl.nist.gov/div898/handbook/pmc/section4/pmc444.htm Common approaches to univariate time series]
 
{{Stochastic processes}}
{{NIST-PD}}
 
[[Category:Noise]]
[[Category:Time series models]]

Revision as of 05:55, 26 February 2014

\ոYοս really sɦould аѕsess your diet should your energy level is very low or you have noticed sloѡer recently. This information is packed with information and fɑcts and guidelines to help you know how your diet program affects your overall health, and ways to improvе your lifestʏle.

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Make certain you're taking in the correct quantity of cobalt. This nutrient is essential for proper B-vitamin consumption, specifіcally B12, wҺich is calleԁ cobalamin. ΤҺis nutrient is found in green vegetables, like spinach. Livers and hеarts and minds are fantastic foods to enjoy when you are attempting to get cobalt into your dіet regime.

Select wonderful potаtߋes instead of typical types to satisfy your craѵings for starch without overloading on sugars. Suƅstitute mashed potatoes or fries with wonderful potatoes. All you should add more might be a butter and sugars to flavor. Sugary carrots have ϲontra --inflamation related components that assist in preventing difficultiеs for example joint disease and arterial sclerosis. White potatoes will make no these kindѕ of aѕsert.

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