[810] | 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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