| 1 | /// \ingroup newmat
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| 2 | ///@{
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| 3 | 
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| 4 | /// \file evalue.cpp
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| 5 | /// Eigen-value decomposition (Householder method).
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| 6 | 
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| 7 | // Copyright (C) 1991,2,3,4: R B Davies
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| 8 | 
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| 9 | #define WANT_MATH
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| 10 | 
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| 11 | #include "include.h"
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| 12 | #include "newmatap.h"
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| 13 | #include "newmatrm.h"
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| 14 | #include "precisio.h"
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| 15 | 
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| 16 | #ifdef use_namespace
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| 17 | namespace NEWMAT {
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| 18 | #endif
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| 19 | 
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| 20 | #ifdef DO_REPORT
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| 21 | #define REPORT { static ExeCounter ExeCount(__LINE__,17); ++ExeCount; }
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| 22 | #else
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| 23 | #define REPORT {}
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| 24 | #endif
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| 25 | 
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| 26 | 
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| 27 | 
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| 28 | static void tred2(const SymmetricMatrix& A, DiagonalMatrix& D,
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| 29 |    DiagonalMatrix& E, Matrix& Z)
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| 30 | {
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| 31 |    Tracer et("Evalue(tred2)");
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| 32 |    REPORT
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| 33 |    Real tol =
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| 34 |       FloatingPointPrecision::Minimum()/FloatingPointPrecision::Epsilon();
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| 35 |    int n = A.Nrows(); Z.resize(n,n); Z.Inject(A);
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| 36 |    D.resize(n); E.resize(n);
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| 37 |    Real* z = Z.Store(); int i;
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| 38 | 
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| 39 |    for (i=n-1; i > 0; i--)                   // i=0 is excluded
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| 40 |    {
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| 41 |       Real f = Z.element(i,i-1); Real g = 0.0;
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| 42 |       int k = i-1; Real* zik = z + i*n;
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| 43 |       while (k--) g += square(*zik++);
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| 44 |       Real h = g + square(f);
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| 45 |       if (g <= tol) { REPORT E.element(i) = f; h = 0.0; }
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| 46 |       else
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| 47 |       {
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| 48 |          REPORT
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| 49 |          g = sign(-sqrt(h), f); E.element(i) = g; h -= f*g;
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| 50 |          Z.element(i,i-1) = f-g; f = 0.0;
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| 51 |          Real* zji = z + i; Real* zij = z + i*n; Real* ej = E.Store();
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| 52 |          int j;
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| 53 |          for (j=0; j<i; j++)
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| 54 |          {
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| 55 |             *zji = (*zij++)/h; g = 0.0;
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| 56 |             Real* zjk = z + j*n; zik = z + i*n;
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| 57 |             k = j; while (k--) g += *zjk++ * (*zik++);
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| 58 |             k = i-j;
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| 59 |             if (k) for(;;)
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| 60 |                { g += *zjk * (*zik++); if (!(--k)) break; zjk += n; }
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| 61 |             *ej++ = g/h; f += g * (*zji); zji += n;
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| 62 |          }
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| 63 |          Real hh = f / (h + h); zij = z + i*n; ej = E.Store();
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| 64 |          for (j=0; j<i; j++)
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| 65 |          {
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| 66 |             f = *zij++; g = *ej - hh * f; *ej++ = g;
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| 67 |             Real* zjk = z + j*n; Real* zik = z + i*n;
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| 68 |             Real* ek = E.Store(); k = j+1;
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| 69 |             while (k--)  *zjk++ -= ( f*(*ek++) + g*(*zik++) ); 
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| 70 |          }
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| 71 |       }
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| 72 |       D.element(i) = h;
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| 73 |    }
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| 74 | 
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| 75 |    D.element(0) = 0.0; E.element(0) = 0.0;
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| 76 |    for (i=0; i<n; i++)
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| 77 |    {
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| 78 |       if (D.element(i) != 0.0)
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| 79 |       {
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| 80 |          REPORT
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| 81 |          for (int j=0; j<i; j++)
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| 82 |          {
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| 83 |             Real g = 0.0;
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| 84 |             Real* zik = z + i*n; Real* zkj = z + j;
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| 85 |             int k = i;
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| 86 |             if (k) for (;;)
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| 87 |                { g += *zik++ * (*zkj); if (!(--k)) break; zkj += n; }
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| 88 |             Real* zki = z + i; zkj = z + j;
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| 89 |             k = i;
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| 90 |             if (k) for (;;)
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| 91 |                { *zkj -= g * (*zki); if (!(--k)) break; zkj += n; zki += n; }
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| 92 |          }
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| 93 |       }
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| 94 |       Real* zij = z + i*n; Real* zji = z + i;
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| 95 |       int j = i;
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| 96 |       if (j) for (;;)
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| 97 |          { *zij++ = 0.0; *zji = 0.0; if (!(--j)) break; zji += n; }
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| 98 |       D.element(i) = *zij; *zij = 1.0;
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| 99 |    }
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| 100 | }
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| 101 | 
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| 102 | static void tql2(DiagonalMatrix& D, DiagonalMatrix& E, Matrix& Z)
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| 103 | {
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| 104 |    Tracer et("Evalue(tql2)");
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| 105 |    REPORT
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| 106 |    Real eps = FloatingPointPrecision::Epsilon();
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| 107 |    int n = D.Nrows(); Real* z = Z.Store(); int l;
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| 108 |    for (l=1; l<n; l++) E.element(l-1) = E.element(l);
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| 109 |    Real b = 0.0; Real f = 0.0; E.element(n-1) = 0.0;
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| 110 |    for (l=0; l<n; l++)
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| 111 |    {
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| 112 |       int i,j;
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| 113 |       Real& dl = D.element(l); Real& el = E.element(l);
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| 114 |       Real h = eps * ( fabs(dl) + fabs(el) );
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| 115 |       if (b < h) { REPORT b = h; }
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| 116 |       int m;
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| 117 |       for (m=l; m<n; m++) if (fabs(E.element(m)) <= b) break;
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| 118 |       bool test = false;
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| 119 |       for (j=0; j<30; j++)
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| 120 |       {
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| 121 |          if (m==l) { REPORT test = true; break; }
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| 122 |          Real& dl1 = D.element(l+1);
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| 123 |          Real g = dl; Real p = (dl1-g) / (2.0*el); Real r = sqrt(p*p + 1.0);
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| 124 |          dl = el / (p < 0.0 ? p-r : p+r); Real h = g - dl; f += h;
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| 125 |          Real* dlx = &dl1; i = n-l-1; while (i--) *dlx++ -= h;
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| 126 | 
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| 127 |          p = D.element(m); Real c = 1.0; Real s = 0.0;
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| 128 |          for (i=m-1; i>=l; i--)
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| 129 |          {
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| 130 |             Real ei = E.element(i); Real di = D.element(i);
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| 131 |             Real& ei1 = E.element(i+1);
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| 132 |             g = c * ei; h = c * p;
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| 133 |             if ( fabs(p) >= fabs(ei))
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| 134 |             {
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| 135 |                REPORT
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| 136 |                c = ei / p; r = sqrt(c*c + 1.0);
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| 137 |                ei1 = s*p*r; s = c/r; c = 1.0/r;
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| 138 |             }
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| 139 |             else
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| 140 |             {
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| 141 |                REPORT
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| 142 |                c = p / ei; r = sqrt(c*c + 1.0);
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| 143 |                ei1 = s * ei * r; s = 1.0/r; c /= r;
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| 144 |             }
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| 145 |             p = c * di - s*g; D.element(i+1) = h + s * (c*g + s*di);
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| 146 | 
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| 147 |             Real* zki = z + i; Real* zki1 = zki + 1; int k = n;
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| 148 |             if (k) for (;;)
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| 149 |             {
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| 150 |                REPORT
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| 151 |                h = *zki1; *zki1 = s*(*zki) + c*h; *zki = c*(*zki) - s*h;
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| 152 |                if (!(--k)) break;
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| 153 |                zki += n; zki1 += n;
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| 154 |             }
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| 155 |          }
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| 156 |          el = s*p; dl = c*p;
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| 157 |          if (fabs(el) <= b) { REPORT; test = true; break; }
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| 158 |       }
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| 159 |       if (!test) Throw ( ConvergenceException(D) );
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| 160 |       dl += f;
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| 161 |    }
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| 162 | /*
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| 163 |    for (int i=0; i<n; i++)
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| 164 |    {
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| 165 |       int k = i; Real p = D.element(i);
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| 166 |       for (int j=i+1; j<n; j++)
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| 167 |          { if (D.element(j) < p) { k = j; p = D.element(j); } }
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| 168 |       if (k != i)
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| 169 |       {
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| 170 |          D.element(k) = D.element(i); D.element(i) = p; int j = n;
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| 171 |          Real* zji = z + i; Real* zjk = z + k;
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| 172 |          if (j) for(;;)
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| 173 |          {
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| 174 |             p = *zji; *zji = *zjk; *zjk = p;
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| 175 |             if (!(--j)) break;
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| 176 |             zji += n; zjk += n;
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| 177 |          }
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| 178 |       }
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| 179 |    }
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| 180 | */
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| 181 | }
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| 182 | 
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| 183 | static void tred3(const SymmetricMatrix& X, DiagonalMatrix& D,
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| 184 |    DiagonalMatrix& E, SymmetricMatrix& A)
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| 185 | {
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| 186 |    Tracer et("Evalue(tred3)");
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| 187 |    REPORT
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| 188 |    Real tol =
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| 189 |       FloatingPointPrecision::Minimum()/FloatingPointPrecision::Epsilon();
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| 190 |    int n = X.Nrows(); A = X; D.resize(n); E.resize(n);
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| 191 |    Real* ei = E.Store() + n;
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| 192 |    for (int i = n-1; i >= 0; i--)
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| 193 |    {
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| 194 |       Real h = 0.0; Real f = - FloatingPointPrecision::Maximum();
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| 195 |       Real* d = D.Store(); Real* a = A.Store() + (i*(i+1))/2; int k = i;
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| 196 |       while (k--) { f = *a++; *d++ = f; h += square(f); }
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| 197 |       if (h <= tol) { REPORT *(--ei) = 0.0; h = 0.0; }
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| 198 |       else
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| 199 |       {
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| 200 |          REPORT
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| 201 |          Real g = sign(-sqrt(h), f); *(--ei) = g; h -= f*g;
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| 202 |          f -= g; *(d-1) = f; *(a-1) = f; f = 0.0;
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| 203 |          Real* dj = D.Store(); Real* ej = E.Store(); int j;
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| 204 |          for (j = 0; j < i; j++)
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| 205 |          {
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| 206 |             Real* dk = D.Store(); Real* ak = A.Store()+(j*(j+1))/2;
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| 207 |             Real g = 0.0; k = j;
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| 208 |             while (k--)  g += *ak++ * *dk++;
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| 209 |             k = i-j; int l = j; 
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| 210 |             if (k) for (;;) { g += *ak * *dk++; if (!(--k)) break; ak += ++l; }
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| 211 |             g /= h; *ej++ = g; f += g * *dj++;
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| 212 |          }  
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| 213 |          Real hh = f / (2 * h); Real* ak = A.Store();
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| 214 |          dj = D.Store(); ej = E.Store();
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| 215 |          for (j = 0; j < i; j++)
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| 216 |          {
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| 217 |             f = *dj++; g = *ej - hh * f; *ej++ = g;
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| 218 |             Real* dk = D.Store(); Real* ek = E.Store(); k = j+1;
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| 219 |             while (k--) { *ak++ -= (f * *ek++ + g * *dk++); }
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| 220 |          }
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| 221 |       }
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| 222 |       *d = *a; *a = h;
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| 223 |    }
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| 224 | }
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| 225 | 
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| 226 | static void tql1(DiagonalMatrix& D, DiagonalMatrix& E)
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| 227 | {
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| 228 |    Tracer et("Evalue(tql1)");
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| 229 |    REPORT
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| 230 |    Real eps = FloatingPointPrecision::Epsilon();
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| 231 |    int n = D.Nrows(); int l;
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| 232 |    for (l=1; l<n; l++) E.element(l-1) = E.element(l);
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| 233 |    Real b = 0.0; Real f = 0.0; E.element(n-1) = 0.0;
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| 234 |    for (l=0; l<n; l++)
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| 235 |    {
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| 236 |       int i,j;
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| 237 |       Real& dl = D.element(l); Real& el = E.element(l);
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| 238 |       Real h = eps * ( fabs(dl) + fabs(el) );
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| 239 |       if (b < h) b = h;
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| 240 |       int m;
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| 241 |       for (m=l; m<n; m++) if (fabs(E.element(m)) <= b) break;
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| 242 |       bool test = false;
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| 243 |       for (j=0; j<30; j++)
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| 244 |       {
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| 245 |          if (m==l) { REPORT test = true; break; }
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| 246 |          Real& dl1 = D.element(l+1);
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| 247 |          Real g = dl; Real p = (dl1-g) / (2.0*el); Real r = sqrt(p*p + 1.0);
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| 248 |          dl = el / (p < 0.0 ? p-r : p+r); Real h = g - dl; f += h;
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| 249 |          Real* dlx = &dl1; i = n-l-1; while (i--) *dlx++ -= h;
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| 250 | 
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| 251 |          p = D.element(m); Real c = 1.0; Real s = 0.0;
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| 252 |          for (i=m-1; i>=l; i--)
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| 253 |          {
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| 254 |             Real ei = E.element(i); Real di = D.element(i);
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| 255 |             Real& ei1 = E.element(i+1);
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| 256 |             g = c * ei; h = c * p;
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| 257 |             if ( fabs(p) >= fabs(ei))
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| 258 |             {
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| 259 |                REPORT
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| 260 |                c = ei / p; r = sqrt(c*c + 1.0);
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| 261 |                ei1 = s*p*r; s = c/r; c = 1.0/r;
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| 262 |             }
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| 263 |             else
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| 264 |             {
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| 265 |                REPORT
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| 266 |                c = p / ei; r = sqrt(c*c + 1.0);
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| 267 |                ei1 = s * ei * r; s = 1.0/r; c /= r;
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| 268 |             }
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| 269 |             p = c * di - s*g; D.element(i+1) = h + s * (c*g + s*di);
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| 270 |          }
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| 271 |          el = s*p; dl = c*p;
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| 272 |          if (fabs(el) <= b) { REPORT test = true; break; }
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| 273 |       }
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| 274 |       if (!test) Throw ( ConvergenceException(D) );
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| 275 |       Real p = dl + f;
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| 276 |       test = false;
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| 277 |       for (i=l; i>0; i--)
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| 278 |       {
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| 279 |          if (p < D.element(i-1)) { REPORT D.element(i) = D.element(i-1); }
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| 280 |          else { REPORT test = true; break; }
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| 281 |       }
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| 282 |       if (!test) i=0;
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| 283 |       D.element(i) = p;
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| 284 |    }
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| 285 | }
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| 286 | 
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| 287 | void eigenvalues(const SymmetricMatrix& A, DiagonalMatrix& D, Matrix& Z)
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| 288 | { REPORT DiagonalMatrix E; tred2(A, D, E, Z); tql2(D, E, Z); SortSV(D,Z,true); }
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| 289 | 
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| 290 | void eigenvalues(const SymmetricMatrix& X, DiagonalMatrix& D)
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| 291 | { REPORT DiagonalMatrix E; SymmetricMatrix A; tred3(X,D,E,A); tql1(D,E); }
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| 292 | 
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| 293 | void eigenvalues(const SymmetricMatrix& X, DiagonalMatrix& D,
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| 294 |    SymmetricMatrix& A)
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| 295 | { REPORT DiagonalMatrix E; tred3(X,D,E,A); tql1(D,E); }
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| 296 | 
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| 297 | 
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| 298 | #ifdef use_namespace
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| 299 | }
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| 300 | #endif
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| 301 | 
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| 302 | ///@}
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| 303 | 
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