SNAP Library 2.1, User Reference  2013-09-25 10:47:25
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TLinReg Class Reference

#include <xmath.h>

List of all members.

Public Member Functions

void GetXV (const int RecN, TFltV &VarV) const
double GetY (const int RecN) const
double GetSig (const int RecN) const
void NR_covsrt (TFltVV &CovarVV, const int &Vars, const TIntV &ia, const int &mfit)
void NR_gaussj (TFltVV &a, const int &n, TFltVV &b, const int &m)
void NR_lfit ()
 TLinReg ()
 ~TLinReg ()
 TLinReg (TSIn &)
void Save (TSOut &)
TLinRegoperator= (const TLinReg &)
int GetRecs () const
int GetVars () const
double GetCf (const int &VarN) const
double GetCfUncer (const int &VarN) const
double GetCovar (const int &VarN1, const int &VarN2) const
double GetChiSq () const
void Wr () const

Static Public Member Functions

static PLinReg New (const TFltVV &XVV, const TFltV &YV, const TFltV &SigV=TFltV())
static PLinReg Load (TSIn &SIn)
static double LinInterp (const double &x1, const double &y1, const double &x2, const double &y2, const double &AtX) _CMPWARN

Public Attributes

TFltVV XVV
TFltV YV
TFltV SigV
int Recs
int Vars
TFltVV CovarVV
TFltV CfV
double ChiSq

Private Attributes

TCRef CRef

Friends

class TPt< TLinReg >

Detailed Description

Definition at line 343 of file xmath.h.


Constructor & Destructor Documentation

TLinReg::TLinReg ( ) [inline]

Definition at line 362 of file xmath.h.

{}
TLinReg::~TLinReg ( ) [inline]

Definition at line 365 of file xmath.h.

{}
TLinReg::TLinReg ( TSIn ) [inline]

Definition at line 366 of file xmath.h.

{Fail;}

Member Function Documentation

double TLinReg::GetCf ( const int &  VarN) const [inline]

Definition at line 375 of file xmath.h.

{return CfV[VarN+1];}
double TLinReg::GetCfUncer ( const int &  VarN) const [inline]

Definition at line 376 of file xmath.h.

                                           {
    return sqrt(double(CovarVV.At(VarN+1, VarN+1)));}
double TLinReg::GetChiSq ( ) const [inline]

Definition at line 381 of file xmath.h.

{return ChiSq;}
double TLinReg::GetCovar ( const int &  VarN1,
const int &  VarN2 
) const [inline]

Definition at line 378 of file xmath.h.

                                                            {
    return CovarVV.At(VarN1+1, VarN2+1);}
int TLinReg::GetRecs ( ) const [inline]

Definition at line 372 of file xmath.h.

{return Recs;}
double TLinReg::GetSig ( const int  RecN) const [inline]

Definition at line 357 of file xmath.h.

{return SigV[RecN-1];}
int TLinReg::GetVars ( ) const [inline]

Definition at line 373 of file xmath.h.

{return Vars;}
void TLinReg::GetXV ( const int  RecN,
TFltV VarV 
) const [inline]

Definition at line 352 of file xmath.h.

                                                {
    VarV.Gen(Vars+1);
    for (int VarN=0; VarN<Vars; VarN++){VarV[VarN+1]=XVV.At(RecN-1, VarN);}
  }
double TLinReg::GetY ( const int  RecN) const [inline]

Definition at line 356 of file xmath.h.

{return YV[RecN-1];}
static double TLinReg::LinInterp ( const double &  x1,
const double &  y1,
const double &  x2,
const double &  y2,
const double &  AtX 
) [inline, static]

Definition at line 383 of file xmath.h.

                                                                  {
    if (x1 == x2) return (y1+y2)/2.0;
    const double k = (y2 - y1) / (x2 - x1);
    return k*(AtX - x1) + y1;
  }
static PLinReg TLinReg::Load ( TSIn SIn) [inline, static]

Definition at line 367 of file xmath.h.

{return new TLinReg(SIn);}
PLinReg TLinReg::New ( const TFltVV XVV,
const TFltV YV,
const TFltV SigV = TFltV() 
) [static]

Definition at line 767 of file xmath.cpp.

                                                                            {
  PLinReg LinReg=PLinReg(new TLinReg());
  LinReg->XVV=_XVV;
  LinReg->YV=_YV;
  if (_SigV.Empty()){
    LinReg->SigV.Gen(LinReg->YV.Len());
    LinReg->SigV.PutAll(1);
  } else {
    LinReg->SigV=_SigV;
  }
  LinReg->Recs=LinReg->XVV.GetXDim();
  LinReg->Vars=LinReg->XVV.GetYDim();
  IAssert(LinReg->Recs>0);
  IAssert(LinReg->Vars>0);
  IAssert(LinReg->YV.Len()==LinReg->Recs);
  IAssert(LinReg->SigV.Len()==LinReg->Recs);
  LinReg->CovarVV.Gen(LinReg->Vars+1, LinReg->Vars+1);
  LinReg->CfV.Gen(LinReg->Vars+1);
  LinReg->NR_lfit();
  return LinReg;
}
void TLinReg::NR_covsrt ( TFltVV CovarVV,
const int &  Vars,
const TIntV ia,
const int &  mfit 
)

Definition at line 789 of file xmath.cpp.

                                                                    {
  for (int i=mfit+1; i<=Vars; i++){
    for (int j=1; j<=i; j++){
      CovarVV.At(i, j)=0; CovarVV.At(j, i)=0.0;}
  }
  int k=mfit;
  for (int j=Vars; j>=1; j--){
    if (ia[j]!=0){
      for (int i=1; i<=Vars; i++){Swap(CovarVV.At(i, k), CovarVV.At(i, j));}
      {for (int i=1; i<=Vars; i++){Swap(CovarVV.At(k, i), CovarVV.At(j, i));}}
      k--;
    }
  }
}
void TLinReg::NR_gaussj ( TFltVV a,
const int &  n,
TFltVV b,
const int &  m 
)

Definition at line 805 of file xmath.cpp.

                                                                       {
  int i, icol, irow=0, j, k, l, ll;
  double big, dum, pivinv;

  TIntV indxc(n+1);
  TIntV indxr(n+1);
  TIntV ipiv(n+1);
  for (j=1; j<=n; j++){ipiv[j]=0;}
  for (i=1; i<=n; i++){
    big=0.0;
    for (j=1; j<=n; j++){
      if (ipiv[j]!=1){
        for (k=1; k<=n; k++){
          if (ipiv[k]==0){
            if (fabs(double(a.At(j, k))) >= big){
              big=fabs(double(a.At(j, k)));
              irow=j;
              icol=k;
            }
          } else
          if (ipiv[k]>1){
            TExcept::Throw("Singular Matrix(1) in Gauss");}
        }
      }
    }
    ipiv[icol]++;
    if (irow != icol){
      for (l=1; l<=n; l++){Swap(a.At(irow, l), a.At(icol, l));}
      for (l=1; l<=m; l++){Swap(b.At(irow, l), b.At(icol, l));}
    }
    indxr[i]=irow;
    indxc[i]=icol;
    if (a.At(icol, icol)==0.0){
      TExcept::Throw("Singular Matrix(1) in Gauss");}
    pivinv=1.0/a.At(icol, icol);
    a.At(icol, icol)=1.0;
    for (l=1; l<=n; l++){a.At(icol, l)=a.At(icol, l)*pivinv;}
    for (l=1; l<=m; l++){b.At(icol, l)=b.At(icol, l)*pivinv;}
    for (ll=1; ll<=n; ll++){
      if (ll != icol){
        dum=a.At(ll, icol);
        a.At(ll, icol)=0.0;
        for (l=1;l<=n;l++){a.At(ll, l)-=a.At(icol, l)*dum;}
        for (l=1;l<=m;l++){b.At(ll, l)-=b.At(icol, l)*dum;}
      }
    }
  }
  for (l=n; l>=1; l--){
    if (indxr[l]!=indxc[l]){
      for (k=1; k<=n; k++){
        Swap(a.At(k, indxr[l]), a.At(k, indxc[l]));}
    }
  }
}
void TLinReg::NR_lfit ( )

Definition at line 860 of file xmath.cpp.

                     {
  int i,j,k,l,m,mfit=0;
  double ym,wt,sum,sig2i;

  TIntV ia(Vars+1); for (i=1; i<=Vars; i++){ia[i]=1;}
  TFltVV beta(Vars+1, 1+1);
  TFltV afunc(Vars+1);
  for (j=1;j<=Vars;j++){
    if (ia[j]!=0){mfit++;}}
  if (mfit==0){TExcept::Throw("No parameters to be fitted in LFit");}
  for (j=1; j<=mfit; j++){
    for (k=1; k<=mfit; k++){CovarVV.At(j, k)=0.0;}
    beta.At(j, 1)=0.0;
  }
  for (i=1; i<=Recs; i++){
    GetXV(i, afunc); // funcs(XVV[i],afunc,Vars);
    ym=GetY(i);
    if (mfit<Vars){
      for (j=1;j<=Vars;j++){
        if (ia[j]==0){ym-=CfV[j]*afunc[j];}}
    }
    sig2i=1.0/TMath::Sqr(GetSig(i));
    for (j=0, l=1; l<=Vars; l++){
      if (ia[l]!=0){
        wt=afunc[l]*sig2i;
        for (j++, k=0, m=1; m<=l; m++){
          if (ia[m]!=0){CovarVV.At(j, ++k)+=wt*afunc[m];}
        }
        beta.At(j, 1)+=ym*wt;
      }
    }
  }
  for (j=2; j<=mfit; j++){
    for (k=1; k<j; k++){CovarVV.At(k, j)=CovarVV.At(j, k);}
  }
  NR_gaussj(CovarVV, mfit, beta, 1);
  for (j=0, l=1; l<=Vars; l++){
    if (ia[l]!=0){CfV[l]=beta.At(++j, 1);}
  }
  ChiSq=0.0;
  for (i=1; i<=Recs; i++){
    GetXV(i, afunc); // funcs(XVV[i],afunc,Vars);
    for (sum=0.0, j=1; j<=Vars; j++){sum+=CfV[j]*afunc[j];}
    ChiSq+=TMath::Sqr((GetY(i)-sum)/GetSig(i));
  }
  NR_covsrt(CovarVV, Vars, ia, mfit);
}
TLinReg& TLinReg::operator= ( const TLinReg ) [inline]

Definition at line 370 of file xmath.h.

{Fail; return *this;}
void TLinReg::Save ( TSOut ) [inline]

Definition at line 368 of file xmath.h.

{Fail;}
void TLinReg::Wr ( ) const

Definition at line 908 of file xmath.cpp.

                       {
  printf("\n%11s %21s\n","parameter","uncertainty");
  for (int i=0; i<Vars;i++){
    printf("  a[%1d] = %8.6f %12.6f\n",
     i+1, GetCf(i), GetCfUncer(i));
  }
  printf("chi-squared = %12f\n", GetChiSq());

  printf("full covariance matrix\n");
  {for (int i=0;i<Vars;i++){
    for (int j=0;j<Vars;j++){
      printf("%12f", GetCovar(i, j));}
    printf("\n");
  }}
}

Friends And Related Function Documentation

friend class TPt< TLinReg > [friend]

Definition at line 343 of file xmath.h.


Member Data Documentation

Definition at line 350 of file xmath.h.

Definition at line 351 of file xmath.h.

Definition at line 349 of file xmath.h.

TCRef TLinReg::CRef [private]

Definition at line 343 of file xmath.h.

Definition at line 348 of file xmath.h.

Definition at line 347 of file xmath.h.

Definition at line 348 of file xmath.h.

Definition at line 345 of file xmath.h.

Definition at line 346 of file xmath.h.


The documentation for this class was generated from the following files: