zhouhaoyi / Informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.
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How was the ARIMA model evaluated? #302

Closed zhangzw16 closed 2 years ago

zhangzw16 commented 2 years ago

Hello, I want to know how the baseline experiment of ARIMA is designed in the univariate experimental part?

Especially in test evaluation, how do you use ARIMA to produce, say, L length output? Is it done in an autoregressive way, or use ARIMA to output L variables at one time? And do you re-fit the ARIMA model for every test batch (or step)?

cookieminions commented 2 years ago

Hello, I want to know how the baseline experiment of ARIMA is designed in the univariate experimental part?

Especially in test evaluation, how do you use ARIMA to produce, say, L length output? Is it done in an autoregressive way, or use ARIMA to output L variables at one time? And do you re-fit the ARIMA model for every test batch (or step)?

Hi, we fix the input length of model, and refit the ARIMA model to get prediction with output length for every test step.

c-lyu commented 2 years ago

Hello, I want to know how the baseline experiment of ARIMA is designed in the univariate experimental part? Especially in test evaluation, how do you use ARIMA to produce, say, L length output? Is it done in an autoregressive way, or use ARIMA to output L variables at one time? And do you re-fit the ARIMA model for every test batch (or step)?

Hi, we fix the input length of model, and refit the ARIMA model to get prediction with output length for every test step.

Could you also provide some details on the parameter settings of the ARIMA model?

Dont-Care-Didnt-Ask commented 1 year ago

Hi! I am also interested about parameter settings of ARIMA model.

thanasisT commented 1 year ago

Hello, Anyone has any inside of the parameters used for each dataset(at least ETTh1) for the ARIMA model? After my analysis of the dataset, the parameters i chose gave a mean mse of 3.03 which is way of the one in their tables