#include <itpp/itmex.h>

#include "../../bdm/estim/arx.h"

using namespace itpp;

void mexFunction ( int n_output, mxArray *output[], int n_input, const mxArray *input[] ) {
	// Check the number of inputs and output arguments
	if ( n_output<1 ) mexErrMsgTxt ( "Wrong number of output variables!" );
	if ( n_input!=3 ) mexErrMsgTxt ( "Wrong number of input variables!" );

	// Convert input variables to IT++ format
	mat Data = mxArray2mat ( input[0] );
	if (Data.rows()!=2)
		{ if (Data.cols()==2) Data=Data.T(); else mexErrMsgTxt("Data are not 2D!");}
	int ilow = mxArray2int ( input[1] );
	int ihi = mxArray2int ( input[2] );

	// ------------------ Start of routine ---------------------------
	int ndat=Data.cols();
	int npsi=Data.rows()+1; //add a constant
	RV thr ( "1","{ theta_r }",vec_1 ( npsi ),vec_1 ( 0 ) );

	mat V0=1e-8*eye ( npsi ); V0 ( 0,0 ) =10.0;
	vec rgr(npsi);
	double nu0=npsi+2;
	// fitting a linear part => third coef is "1"
	rgr(2) = 1.0;

	// AR model
	ARX Ar ( thr,V0,nu0 );
	// start at i0
	bool gohi=true; bool golow=true;
	// certain period 
	for (int i=ilow;i<ihi;i++){
		rgr.set_subvector(0,Data.get_col ( i ));
		Ar.bayes ( rgr );
	}
	double tll=Ar._tll();
	// go hi
	do {
		rgr.set_subvector(0,Data.get_col ( ++ihi ));
		Ar.bayes (rgr);
		if (Ar._tll()>tll) tll=Ar._tll();
		else gohi=false;
	} while (gohi);
	// go low
	do { 
		rgr.set_subvector(0,Data.get_col ( --ilow ));
		Ar.bayes (rgr);
		if (Ar._tll()>tll) tll=Ar._tll();
		else golow=false;
	} while (golow);

	vec th = Ar._epdf().mean();


	// ------------------ End of routine -----------------------------

	// Create output vectors
	output[0] = mxCreateDoubleMatrix ( 1,th.length(), mxREAL );
	// Convert the IT++ format to Matlab format for output
	vec2mxArray ( th, output[0] );

	if ( n_output>1 ) {
		output[1] = mxCreateDoubleMatrix ( 1,1, mxREAL );
		double2mxArray ( ilow, output[1] );
	}
	if ( n_output>1 ) {
		output[2] = mxCreateDoubleMatrix ( 1,1, mxREAL );
		double2mxArray ( ihi, output[2] );
	}
	
}