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Results for arima model equation
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0 votes
1 answer
1k views

Seasonal ARIMA model mathematical equation [duplicate]

I am trying to write a mathematical equation for a seasonal ARIMA model of ARIMA (0,0,1)(0,1,1) where the values are recorded quarterly. … I have tried to follow other examples but i cant seem to get my head around these specific examples and cant apply them to my model. Any help would be greatly appreciated …
user93007's user avatar
2 votes
1 answer
618 views

Build ARIMA model equation with exogenous variable or regressors

I have a ARIMA model with three regressors as follow > fit_arima.reg Series: sales.ts Regression with ARIMA(5,1,3) errors Coefficients: ar1 ar2 ar3 ar4 ar5 ma1 … I built the equation, but the fitted values by hand (from equation) and the ones generated by R do not match. I would appreciate your help for the solution. …
ChrisGila's user avatar
1 vote
1 answer
673 views

Mathematical Equation for Seasonal Arima Model with external Regressors

I am trying to write the mathematical ARIMA equation for the following - A seasonal ARIMA(1,0,2)(1,1,1) with quarterly data using two external explanatory variables aside from the explained variable(also … I have an idea on how to write the ARIMA equation for a standard ARIMA model which does not involve seasonal differences and with just one explanatory variable. …
Noob101's user avatar
  • 133
0 votes
0 answers
193 views

How to formulate equation for ARIMA models? [duplicate]

I have tried to generate/write equation for forecasting using ARIMA models. But I think my equations were wrong and I am stuck with it. Kindly please help me to obtain equations for 1. … s.e = 0.0987 σ^2 log likelihood= 499.4, -212.67 Is there anything I am missing for formulating the equation? …
user avatar
3 votes
1 answer
2k views

ARIMA(0,2,2) model - equation derivation

(1) $$ My question is: how this equation has been derived? … We know that ARIMA(0,2,2) means $d=2$ (second order differencing) and $q=2$ is the MA (moving-average) order. …
Tomasz Bartkowiak's user avatar
0 votes
0 answers
249 views

How to express fitted ARIMA model output by a mathematical equation? [duplicate]

I have fitted an ARIMA model to forecast GDP using the auto.arima function in R: Series: tGDPdev ARIMA(2,0,2)(1,1,0)[12] with drift Coefficients: ar1 ar2 ma1 ma2 sar1 … 1.7038 -0.7521 -1.3467 0.5857 -0.4793 s.e. 0.2523 0.2290 0.2180 0.0917 0.0842 drift 0.5334 s.e. 0.0470 I would need to know the equation thath represents this model
José Vallejo's user avatar
0 votes
0 answers
66 views

Arima model question

What would be the corresponding model equation? … Would much appreciate any replies that can help me understand the intuition or at least the model equation. …
user2450223's user avatar
1 vote
0 answers
80 views

GARCH (sGARCH) with ARFIMA (ARIMA) model in Rugarch equation formula output

Could you please help to write down the exact equation? It is clear for Garch part but not clear how to add ARFIMA (1,0,1) or here just ARMA(1,1) in model equation specification. … How change the equation for same model but with Student-t distrubution ? …
Neophyte's user avatar
2 votes
2 answers
473 views

How to know the specific ARIMA model through its yt equation?

. $$ Identify the specific ARIMA model. What is the mean of the series $\{y_t\}$? I think it is a ARMA (1,1) process? is that correct? And how do I calculate the mean of the ARMA model? … Appraise the patterns and judge which ARIMA model fit the series. Justify your conclusion. I identified as the AR(4). Is that correct? Since ACF has an exponential decay and PACF has a cut off? …
Shane Lum's user avatar
3 votes
1 answer
261 views

ARIMA model parameter

For the ARIMA (0,0,1) model, some books write the equation as $$Z_t = \mu - \theta Z_{t-1}$$ whereas some books write the equation as $$Z_t = \mu + \theta Z_{t-1}$$ Why is there either a negative sign … or positive sign before the moving average parameter in an ARIMA model? …
user41760's user avatar
0 votes
0 answers
24 views

What is the mathematical equation for an ARIMA(0,1,1) model? [duplicate]

What is the mathematical equation for an ARIMA(0,1,1) model? … The R software gives the following result Series: goldtime ARIMA(0,1,1) with drift Coefficients: ma1 drift 0.2635 9.6507 s.e. 0.0654 3.8817 sigma^2 = 2260: log likelihood = -1250.51 …
Aa sukh's user avatar
1 vote
0 answers
126 views

Can Seasonal ARIMA model be expressed without backshifts?

Every equation of SARIMA I have found involves backshifts. I was wondering if I have an ARIMA model expressed like this: is it possible to express it in a similar way, without backshifts? … Are there any resources where I can find seasonal ARIMA equation without backshifts? …
domke89's user avatar
  • 43
2 votes
1 answer
2k views

How would you convert an $ARIMA(0,1,1)(0,1,1)_{12}$ model to equation form?

I'm still having some difficulty understanding how an $ARIMA(p,d,q)(P,D,Q)_m$ model is translated into an equation. … Also, given some output (for example in R), how do the coefficients relate to the equation? …
user6472523's user avatar
4 votes
1 answer
5k views

Stationarity in ARIMA modeling

I am working on a problem that I think ARIMA modeling could be useful for, and am researching the theory behind ARIMA. … I came across this website that says: ARIMA(p,d,q) forecasting equation: ARIMA models are, in theory, the most general class of models for forecasting a time series which can be made to be “stationary …
user4242's user avatar
1 vote
0 answers
47 views

"Best" ARIMA model changes with introduction of ARCH/GARCH errors?

In a theoretical sense I understand ARCH and GARCH errors to be something which is estimated "on top of" the ARIMA model. … Is it that estimation feature that makes the optimal ARIMA model change, or is it due to other factors? …
pkpkPPkafa's user avatar

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