python 中 ARMA/ARIMA 的线性回归模型

Question

谁能给我一个关于如何将 ARMA 与线性回归结合使用的基本示例？我有一个自变量 X，我想回归到 Y，但在 X 上使用 AR。任何简单的例子都会非常有帮助。

similar question

Answer 1

这是让您入门的快速设置

from statsmodels.tsa.stattools import ARMA
import pandas as pd
import numpy as np

ts = pd.Series(np.random.randn(500), index=pd.date_range('2010-01-01', periods=500))

p, q = 1, 1

arma = ARMA(endog=ts, order=(p, q)).fit()

print arma.summary()

                              ARMA Model Results                              
==============================================================================
Dep. Variable:                      y   No. Observations:                  500
Model:                     ARMA(1, 1)   Log Likelihood                -678.805
Method:                       css-mle   S.D. of innovations              0.941
Date:                Tue, 17 May 2016   AIC                           1365.610
Time:                        00:01:52   BIC                           1382.469
Sample:                    01-01-2010   HQIC                          1372.225
                         - 05-15-2011                                         
==============================================================================
                 coef    std err          z      P>|z|      [95.0% Conf. Int.]
------------------------------------------------------------------------------
const          0.0624      0.048      1.311      0.191        -0.031     0.156
ar.L1.y        0.3090      0.311      0.992      0.322        -0.302     0.919
ma.L1.y       -0.2177      0.318     -0.684      0.494        -0.841     0.406
                                    Roots                                    
=============================================================================
                 Real           Imaginary           Modulus         Frequency
-----------------------------------------------------------------------------
AR.1            3.2367           +0.0000j            3.2367            0.0000
MA.1            4.5939           +0.0000j            4.5939            0.0000
-----------------------------------------------------------------------------

python 中 ARMA/ARIMA 的线性回归模型

linear regression model with ARMA/ARIMA in python

python

pandas

statsmodels