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Rafat Hussain edited this page Jul 25, 2020 · 9 revisions

Seasonal ARIMA with Exogenous Variables Class and Functions

sarimax_object sarimax_init(int p, int d, int q,int P, int D, int Q,int s, int r,int imean, int N);

p - Number of Autoregressive coefficients
d - Number of times the series needs to be differenced
q - Number of Moving Average Coefficients
P - Number of Seasonal Autoregressive coefficients
D - Number of times the seasonal series needs to be differenced (s*D)
Q - Number of Seasonal Moving Average Coefficients
s - Seasonality/Period
r - Number of Exogenous Variables. (Important - Make sure it is set to 0 if none.
imean - 1 : Calculate mean/intercept. 0 : Otherwise
N - Length of Time Series

Execution

void sarimax_exec(sarimax_object obj, double *inp,double *xreg) ;

obj - SARIMAX object
inp - Input Time series of length N
xreg - Exogenous Variables of size r*N (row major order)

In case r=0 and no exogenous variables are present set xreg field to NULL

SARIMAX Object Parameters


        int N;// length of time series
	int Nused;//length of time series after differencing, Nused = N - d - s*D
	int method;
	int optmethod;
	int p;// size of phi
	int d;// Number of times the series is to be differenced
	int q;//size of theta
	int s;// Seasonality/Period
	int P;//Size of seasonal phi
	int D;// The number of times the seasonal series is to be differenced
	int Q;//size of Seasonal Theta
	int r;// Number of exogenous variables
	int M; // M = 0 if mean is 0.0 else M = 1
	int ncoeff;// Total Number of Coefficients to be estimated
	double *phi;// AR coefficients of size p
	double *theta;// MA coefficients of size q
	double *PHI;// Seasonal AR coefficients of size P
	double *THETA;// Seasonal MA coefficients of size Q
	double *exog;// Exogenous Variables coefficients of size r
  	double *vcov;// Variance-Covariance Matrix Of length lvcov
	int lvcov; //length of VCOV
	double *res;// Residual vector of size N
	double mean;// Mean
	double var;// Variance
	double loglik;
	double aic;
	int retval;
	int start;
	int imean;

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