Uses MtxExpr, Regress, StatTools, Math387; procedure Example; var y,b,ycalc,error: Vector; A,ATA: Matrix; mse: double; begin // Load data A.SetIt(18,3,false,[1, 2, 1, 2, 4, 2, 3, 6, 4, 4, 7, 3, 5, 7, 2, 6, 7, 1, 7, 8, 1, 8, 10, 2, 9, 12, 4, 10, 13, 3, 11, 13, 2, 12, 13, 1, 13, 14, 1, 14, 16, 2, 15, 18, 4, 16, 19, 3, 17, 19, 2, 18, 19, 1]); Y.SetIt([3,9,11,15,13,13,17,21,25,27,25,27,29,33,35,37,37,39]); // Perform Principal Component Regression PCRegress(y,A,b,ycalc,nil,1); // Errors error.Sub(ycalc,y); end;
#include "MtxExpr.hpp" #include "Regress.hpp" #include "StatTools.hpp" #include "Math387.hpp" void __fastcall Example() { sMatrix A, ATA; sVector y,b,ycalc,error; double mse; // Load data const int aLen = 54; double aData[aLen] = {1, 2, 1, 2, 4, 2, 3, 6, 4, 4, 7, 3, 5, 7, 2, 6, 7, 1, 7, 8, 1, 8, 10, 2, 9, 12, 4, 10, 13, 3, 11, 13, 2, 12, 13, 1, 13, 14, 1, 14, 16, 2, 15, 18, 4, 16, 19, 3, 17, 19, 2, 18, 19, 1}; A.SetIt(18,3,false,aData, aLen-1); y.SetIt(false,OPENARRAY(double,(3,9,11,15,13,13,17,21,25,27,25,27,29,33,35,37,37,39))); // Perform Principal Component Regression PCRegress(y,A,b,ycalc,NULL,1); // Errors error->Sub(ycalc,y); }
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