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How to automatically filter out models fitted with auto.arima function based on bad residual properties?

I am looking for an easy way to filter out "bad" models fitted by auto.arima function. These are SARIMA models with different parameters and by a "good" model I mean model with ...
Brzoskwinia's user avatar
0 votes
0 answers
28 views

Is it possible to create a general forecast model working on several data sets?

I am working on a project, where the task is to create forecast models that can be used on a wide variaty of data sets. Some of which are stationary and some which aren't. Both ARIMA and Exponential ...
Analyzer's user avatar
0 votes
1 answer
2k views

Error in ARIMA function in R [closed]

I am analyzing time series data with 'Arima' function in R. As you know, to find optimum model, I have tried lots of cases. But, I am tired of finding and ...
Doyeong Park's user avatar
3 votes
2 answers
1k views

Can we identify ARIMA model without looking at ACF and PACF plot?

Can we identify ARIMA($p,d,q$) model without looking at the ACF and PACF plots? I am trying to write a generalized R programme for fitting time series models. We may find out the orders $p$, $d$ and $...
Shahnawaz's user avatar
3 votes
1 answer
8k views

Frequency parameter and its impact on auto.arima results

auto.arima returns two different models weather I define my time series with frequency=1 (default value) or ...
Eduardo's user avatar
  • 453
14 votes
4 answers
15k views

Are models identified by auto.arima() parsimonious?

I have been trying to learn and apply ARIMA models. I have been reading an excellent text on ARIMA by Pankratz - Forecasting with Univariate Box - Jenkins Models: Concepts and Cases. In the text the ...
forecaster's user avatar
  • 8,645
3 votes
1 answer
9k views

auto.arima from Forecast package

I am trying to fit a time series using the function auto.arima and I face some strange results. As a first try, I use the command ...
Ludo's user avatar
  • 303
18 votes
3 answers
5k views

Auto.arima vs autobox do they differ?

From reading posts on this site I know there is an R function auto.arima (in the forecast package). I also know that IrishStat, ...
Michael R. Chernick's user avatar