| 1 | /// \ingroup newmat
 | 
|---|
| 2 | ///@{
 | 
|---|
| 3 | 
 | 
|---|
| 4 | /// \file hholder.cpp
 | 
|---|
| 5 | /// QR related decompositions
 | 
|---|
| 6 | /// QRZ, QRZT decompositions
 | 
|---|
| 7 | /// QR update and extend orthogonal functions
 | 
|---|
| 8 | 
 | 
|---|
| 9 | // Copyright (C) 1991,2,3,4: R B Davies
 | 
|---|
| 10 | 
 | 
|---|
| 11 | #define WANT_MATH
 | 
|---|
| 12 | //#define WANT_STREAM
 | 
|---|
| 13 | 
 | 
|---|
| 14 | #include "include.h"
 | 
|---|
| 15 | 
 | 
|---|
| 16 | #include "newmatap.h"
 | 
|---|
| 17 | 
 | 
|---|
| 18 | #ifdef use_namespace
 | 
|---|
| 19 | namespace NEWMAT {
 | 
|---|
| 20 | #endif
 | 
|---|
| 21 | 
 | 
|---|
| 22 | #ifdef DO_REPORT
 | 
|---|
| 23 | #define REPORT { static ExeCounter ExeCount(__LINE__,16); ++ExeCount; }
 | 
|---|
| 24 | #else
 | 
|---|
| 25 | #define REPORT {}
 | 
|---|
| 26 | #endif
 | 
|---|
| 27 | 
 | 
|---|
| 28 | 
 | 
|---|
| 29 | /*************************** QR decompositions ***************************/
 | 
|---|
| 30 | 
 | 
|---|
| 31 | inline Real square(Real x) { return x*x; }
 | 
|---|
| 32 | 
 | 
|---|
| 33 | void QRZT(Matrix& X, LowerTriangularMatrix& L)
 | 
|---|
| 34 | {
 | 
|---|
| 35 |    REPORT
 | 
|---|
| 36 |          Tracer et("QRZT(1)");
 | 
|---|
| 37 |    int n = X.Ncols(); int s = X.Nrows(); L.resize(s);
 | 
|---|
| 38 |    if (n == 0 || s == 0) { L = 0.0; return; }
 | 
|---|
| 39 |    Real* xi = X.Store(); int k;
 | 
|---|
| 40 |    for (int i=0; i<s; i++)
 | 
|---|
| 41 |    {
 | 
|---|
| 42 |       Real sum = 0.0;
 | 
|---|
| 43 |       Real* xi0=xi; k=n; while(k--) { sum += square(*xi++); }
 | 
|---|
| 44 |       sum = sqrt(sum);
 | 
|---|
| 45 |       if (sum == 0.0)
 | 
|---|
| 46 |       {
 | 
|---|
| 47 |          REPORT
 | 
|---|
| 48 |          k=n; while(k--) { *xi0++ = 0.0; }
 | 
|---|
| 49 |          for (int j=i; j<s; j++) L.element(j,i) = 0.0;
 | 
|---|
| 50 |       }
 | 
|---|
| 51 |       else
 | 
|---|
| 52 |       {
 | 
|---|
| 53 |          L.element(i,i) = sum;
 | 
|---|
| 54 |          Real* xj0=xi0; k=n; while(k--) { *xj0++ /= sum; }
 | 
|---|
| 55 |          for (int j=i+1; j<s; j++)
 | 
|---|
| 56 |          {
 | 
|---|
| 57 |             sum=0.0;
 | 
|---|
| 58 |             xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
 | 
|---|
| 59 |             xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
 | 
|---|
| 60 |             L.element(j,i) = sum;
 | 
|---|
| 61 |          }
 | 
|---|
| 62 |       }
 | 
|---|
| 63 |    }
 | 
|---|
| 64 | }
 | 
|---|
| 65 | 
 | 
|---|
| 66 | void QRZT(const Matrix& X, Matrix& Y, Matrix& M)
 | 
|---|
| 67 | {
 | 
|---|
| 68 |    REPORT
 | 
|---|
| 69 |    Tracer et("QRZT(2)");
 | 
|---|
| 70 |    int n = X.Ncols(); int s = X.Nrows(); int t = Y.Nrows();
 | 
|---|
| 71 |    if (Y.Ncols() != n)
 | 
|---|
| 72 |       { Throw(ProgramException("Unequal row lengths",X,Y)); }
 | 
|---|
| 73 |    M.resize(t,s);
 | 
|---|
| 74 |    Real* xi = X.Store(); int k;
 | 
|---|
| 75 |    for (int i=0; i<s; i++)
 | 
|---|
| 76 |    {
 | 
|---|
| 77 |       Real* xj0 = Y.Store(); Real* xi0 = xi;
 | 
|---|
| 78 |       for (int j=0; j<t; j++)
 | 
|---|
| 79 |       {
 | 
|---|
| 80 |          Real sum=0.0;
 | 
|---|
| 81 |          xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
 | 
|---|
| 82 |          xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
 | 
|---|
| 83 |          M.element(j,i) = sum;
 | 
|---|
| 84 |       }
 | 
|---|
| 85 |    }
 | 
|---|
| 86 | }
 | 
|---|
| 87 | 
 | 
|---|
| 88 | /*
 | 
|---|
| 89 | void QRZ(Matrix& X, UpperTriangularMatrix& U)
 | 
|---|
| 90 | {
 | 
|---|
| 91 |         Tracer et("QRZ(1)");
 | 
|---|
| 92 |         int n = X.Nrows(); int s = X.Ncols(); U.resize(s);
 | 
|---|
| 93 |         Real* xi0 = X.Store(); int k;
 | 
|---|
| 94 |         for (int i=0; i<s; i++)
 | 
|---|
| 95 |         {
 | 
|---|
| 96 |                 Real sum = 0.0;
 | 
|---|
| 97 |                 Real* xi = xi0; k=n; while(k--) { sum += square(*xi); xi+=s; }
 | 
|---|
| 98 |                 sum = sqrt(sum);
 | 
|---|
| 99 |                 U.element(i,i) = sum;
 | 
|---|
| 100 |                 if (sum==0.0) Throw(SingularException(U));
 | 
|---|
| 101 |                 Real* xj0=xi0; k=n; while(k--) { *xj0 /= sum; xj0+=s; }
 | 
|---|
| 102 |                 xj0 = xi0;
 | 
|---|
| 103 |                 for (int j=i+1; j<s; j++)
 | 
|---|
| 104 |                 {
 | 
|---|
| 105 |                         sum=0.0;
 | 
|---|
| 106 |                         xi=xi0; k=n; xj0++; Real* xj=xj0;
 | 
|---|
| 107 |                         while(k--) { sum += *xi * *xj; xi+=s; xj+=s; }
 | 
|---|
| 108 |                         xi=xi0; k=n; xj=xj0;
 | 
|---|
| 109 |                         while(k--) { *xj -= sum * *xi; xj+=s; xi+=s; }
 | 
|---|
| 110 |                         U.element(i,j) = sum;
 | 
|---|
| 111 |                 }
 | 
|---|
| 112 |                 xi0++;
 | 
|---|
| 113 |         }
 | 
|---|
| 114 | }
 | 
|---|
| 115 | */
 | 
|---|
| 116 | 
 | 
|---|
| 117 | void QRZ(Matrix& X, UpperTriangularMatrix& U)
 | 
|---|
| 118 | {
 | 
|---|
| 119 |    REPORT
 | 
|---|
| 120 |    Tracer et("QRZ(1)");
 | 
|---|
| 121 |    int n = X.Nrows(); int s = X.Ncols(); U.resize(s); U = 0.0;
 | 
|---|
| 122 |    if (n == 0 || s == 0) return;
 | 
|---|
| 123 |    Real* xi0 = X.Store(); Real* u0 = U.Store(); Real* u;
 | 
|---|
| 124 |    int j, k; int J = s; int i = s;
 | 
|---|
| 125 |    while (i--)
 | 
|---|
| 126 |    {
 | 
|---|
| 127 |       Real* xj0 = xi0; Real* xi = xi0; k = n;
 | 
|---|
| 128 |       if (k) for (;;)
 | 
|---|
| 129 |       {
 | 
|---|
| 130 |          u = u0; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 131 |          j = J; while(j--) *u++ += Xi * *xj++;
 | 
|---|
| 132 |          if (!(--k)) break;
 | 
|---|
| 133 |          xi += s; xj0 += s;
 | 
|---|
| 134 |       }
 | 
|---|
| 135 | 
 | 
|---|
| 136 |       Real sum = sqrt(*u0); *u0 = sum; u = u0+1;
 | 
|---|
| 137 |       if (sum == 0.0)
 | 
|---|
| 138 |       {
 | 
|---|
| 139 |          REPORT
 | 
|---|
| 140 |          j = J - 1; while(j--) *u++ = 0.0;
 | 
|---|
| 141 | 
 | 
|---|
| 142 |          xj0 = xi0++; k = n;
 | 
|---|
| 143 |          if (k) for (;;)
 | 
|---|
| 144 |          {
 | 
|---|
| 145 |             *xj0 = 0.0;
 | 
|---|
| 146 |             if (!(--k)) break;
 | 
|---|
| 147 |                   xj0 += s;
 | 
|---|
| 148 |          }
 | 
|---|
| 149 |          u0 += J--;
 | 
|---|
| 150 |       }
 | 
|---|
| 151 |       else
 | 
|---|
| 152 |       {
 | 
|---|
| 153 |          int J1 = J-1; j = J1; while(j--) *u++ /= sum;
 | 
|---|
| 154 | 
 | 
|---|
| 155 |          xj0 = xi0; xi = xi0++; k = n;
 | 
|---|
| 156 |          if (k) for (;;)
 | 
|---|
| 157 |          {
 | 
|---|
| 158 |             u = u0+1; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 159 |             Xi /= sum; *xj++ = Xi;
 | 
|---|
| 160 |             j = J1; while(j--) *xj++ -= *u++ * Xi;
 | 
|---|
| 161 |             if (!(--k)) break;
 | 
|---|
| 162 |                   xi += s; xj0 += s;
 | 
|---|
| 163 |          }
 | 
|---|
| 164 |          u0 += J--;
 | 
|---|
| 165 |       }
 | 
|---|
| 166 |    }
 | 
|---|
| 167 | }
 | 
|---|
| 168 | 
 | 
|---|
| 169 | void QRZ(const Matrix& X, Matrix& Y, Matrix& M)
 | 
|---|
| 170 | {
 | 
|---|
| 171 |    REPORT
 | 
|---|
| 172 |    Tracer et("QRZ(2)");
 | 
|---|
| 173 |    int n = X.Nrows(); int s = X.Ncols(); int t = Y.Ncols();
 | 
|---|
| 174 |    if (Y.Nrows() != n)
 | 
|---|
| 175 |       { Throw(ProgramException("Unequal column lengths",X,Y)); }
 | 
|---|
| 176 |    M.resize(s,t); M = 0;Real* m0 = M.Store(); Real* m;
 | 
|---|
| 177 |    Real* xi0 = X.Store();
 | 
|---|
| 178 |    int j, k; int i = s;
 | 
|---|
| 179 |    while (i--)
 | 
|---|
| 180 |    {
 | 
|---|
| 181 |       Real* xj0 = Y.Store(); Real* xi = xi0; k = n;
 | 
|---|
| 182 |       if (k) for (;;)
 | 
|---|
| 183 |       {
 | 
|---|
| 184 |          m = m0; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 185 |          j = t; while(j--) *m++ += Xi * *xj++;
 | 
|---|
| 186 |          if (!(--k)) break;
 | 
|---|
| 187 |          xi += s; xj0 += t;
 | 
|---|
| 188 |       }
 | 
|---|
| 189 | 
 | 
|---|
| 190 |       xj0 = Y.Store(); xi = xi0++; k = n;
 | 
|---|
| 191 |       if (k) for (;;)
 | 
|---|
| 192 |       {
 | 
|---|
| 193 |          m = m0; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 194 |          j = t; while(j--) *xj++ -= *m++ * Xi;
 | 
|---|
| 195 |          if (!(--k)) break;
 | 
|---|
| 196 |          xi += s; xj0 += t;
 | 
|---|
| 197 |       }
 | 
|---|
| 198 |       m0 += t;
 | 
|---|
| 199 |    }
 | 
|---|
| 200 | }
 | 
|---|
| 201 | 
 | 
|---|
| 202 | /*
 | 
|---|
| 203 | 
 | 
|---|
| 204 | void QRZ(const Matrix& X, Matrix& Y, Matrix& M)
 | 
|---|
| 205 | {
 | 
|---|
| 206 |         Tracer et("QRZ(2)");
 | 
|---|
| 207 |         int n = X.Nrows(); int s = X.Ncols(); int t = Y.Ncols();
 | 
|---|
| 208 |         if (Y.Nrows() != n)
 | 
|---|
| 209 |         { Throw(ProgramException("Unequal column lengths",X,Y)); }
 | 
|---|
| 210 |         M.resize(s,t);
 | 
|---|
| 211 |         Real* xi0 = X.Store(); int k;
 | 
|---|
| 212 |         for (int i=0; i<s; i++)
 | 
|---|
| 213 |         {
 | 
|---|
| 214 |                 Real* xj0 = Y.Store();
 | 
|---|
| 215 |                 for (int j=0; j<t; j++)
 | 
|---|
| 216 |                 {
 | 
|---|
| 217 |                         Real sum=0.0;
 | 
|---|
| 218 |                         Real* xi=xi0; Real* xj=xj0; k=n;
 | 
|---|
| 219 |                         while(k--) { sum += *xi * *xj; xi+=s; xj+=t; }
 | 
|---|
| 220 |                         xi=xi0; k=n; xj=xj0++;
 | 
|---|
| 221 |                         while(k--) { *xj -= sum * *xi; xj+=t; xi+=s; }
 | 
|---|
| 222 |                         M.element(i,j) = sum;
 | 
|---|
| 223 |                 }
 | 
|---|
| 224 |                 xi0++;
 | 
|---|
| 225 |         }
 | 
|---|
| 226 | }
 | 
|---|
| 227 | */
 | 
|---|
| 228 | 
 | 
|---|
| 229 | void updateQRZT(Matrix& X, LowerTriangularMatrix& L)
 | 
|---|
| 230 | {
 | 
|---|
| 231 |    REPORT
 | 
|---|
| 232 |          Tracer et("updateQRZT");
 | 
|---|
| 233 |    int n = X.Ncols(); int s = X.Nrows();
 | 
|---|
| 234 |    if (s != L.Nrows())
 | 
|---|
| 235 |       Throw(ProgramException("Incompatible dimensions",X,L)); 
 | 
|---|
| 236 |    if (n == 0 || s == 0) return;
 | 
|---|
| 237 |    Real* xi = X.Store(); int k;
 | 
|---|
| 238 |    for (int i=0; i<s; i++)
 | 
|---|
| 239 |    {
 | 
|---|
| 240 |       Real r = L.element(i,i); 
 | 
|---|
| 241 |       Real sum = 0.0;
 | 
|---|
| 242 |       Real* xi0=xi; k=n; while(k--) { sum += square(*xi++); }
 | 
|---|
| 243 |       sum = sqrt(sum + square(r));
 | 
|---|
| 244 |       if (sum == 0.0)
 | 
|---|
| 245 |       {
 | 
|---|
| 246 |          REPORT
 | 
|---|
| 247 |          k=n; while(k--) { *xi0++ = 0.0; }
 | 
|---|
| 248 |          for (int j=i; j<s; j++) L.element(j,i) = 0.0;
 | 
|---|
| 249 |       }
 | 
|---|
| 250 |       else
 | 
|---|
| 251 |       {
 | 
|---|
| 252 |          Real frs = fabs(r) + sum;
 | 
|---|
| 253 |          Real a0 = sqrt(frs / sum); Real alpha = a0 / frs;
 | 
|---|
| 254 |          if (r <= 0) { REPORT L.element(i,i) = sum; alpha = -alpha; }
 | 
|---|
| 255 |          else { REPORT L.element(i,i) = -sum; }
 | 
|---|
| 256 |          Real* xj0=xi0; k=n; while(k--) { *xj0++ *= alpha; }
 | 
|---|
| 257 |          for (int j=i+1; j<s; j++)
 | 
|---|
| 258 |          {
 | 
|---|
| 259 |             sum = 0.0;
 | 
|---|
| 260 |             xi=xi0; Real* xj=xj0; k=n; while(k--) { sum += *xi++ * *xj++; }
 | 
|---|
| 261 |             sum += a0 * L.element(j,i);
 | 
|---|
| 262 |             xi=xi0; k=n; while(k--) { *xj0++ -= sum * *xi++; }
 | 
|---|
| 263 |             L.element(j,i) -= sum * a0;
 | 
|---|
| 264 |          }
 | 
|---|
| 265 |       }
 | 
|---|
| 266 |    }
 | 
|---|
| 267 | }
 | 
|---|
| 268 | 
 | 
|---|
| 269 | void updateQRZ(Matrix& X, UpperTriangularMatrix& U)
 | 
|---|
| 270 | {
 | 
|---|
| 271 |    REPORT
 | 
|---|
| 272 |    Tracer et("updateQRZ");
 | 
|---|
| 273 |    int n = X.Nrows(); int s = X.Ncols();
 | 
|---|
| 274 |    if (s != U.Ncols())
 | 
|---|
| 275 |       Throw(ProgramException("Incompatible dimensions",X,U));
 | 
|---|
| 276 |    if (n == 0 || s == 0) return; 
 | 
|---|
| 277 |    Real* xi0 = X.Store(); Real* u0 = U.Store(); Real* u;
 | 
|---|
| 278 |    RowVector V(s); Real* v0 = V.Store(); Real* v; V = 0.0;
 | 
|---|
| 279 |    int j, k; int J = s; int i = s;
 | 
|---|
| 280 |    while (i--)
 | 
|---|
| 281 |    {
 | 
|---|
| 282 |       Real* xj0 = xi0; Real* xi = xi0; k = n;
 | 
|---|
| 283 |       if (k) for (;;)
 | 
|---|
| 284 |       {
 | 
|---|
| 285 |          v = v0; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 286 |          j = J; while(j--) *v++ += Xi * *xj++;
 | 
|---|
| 287 |          if (!(--k)) break;
 | 
|---|
| 288 |          xi += s; xj0 += s;
 | 
|---|
| 289 |       }
 | 
|---|
| 290 | 
 | 
|---|
| 291 |       Real r = *u0;
 | 
|---|
| 292 |       Real sum = sqrt(*v0 + square(r));
 | 
|---|
| 293 |       
 | 
|---|
| 294 |       if (sum == 0.0)
 | 
|---|
| 295 |       {
 | 
|---|
| 296 |          REPORT
 | 
|---|
| 297 |          u = u0; v = v0;
 | 
|---|
| 298 |          j = J; while(j--) { *u++ = 0.0; *v++ = 0.0; }
 | 
|---|
| 299 |          xj0 = xi0++; k = n;
 | 
|---|
| 300 |          if (k) for (;;)
 | 
|---|
| 301 |          {
 | 
|---|
| 302 |             *xj0 = 0.0;
 | 
|---|
| 303 |             if (!(--k)) break;
 | 
|---|
| 304 |                   xj0 += s;
 | 
|---|
| 305 |          }
 | 
|---|
| 306 |          u0 += J--;
 | 
|---|
| 307 |       }
 | 
|---|
| 308 |       else
 | 
|---|
| 309 |       {
 | 
|---|
| 310 |          Real frs = fabs(r) + sum;
 | 
|---|
| 311 |          Real a0 = sqrt(frs / sum); Real alpha = a0 / frs;
 | 
|---|
| 312 |          if (r <= 0) { REPORT alpha = -alpha; *u0 = sum; }
 | 
|---|
| 313 |          else { REPORT *u0 = -sum; }
 | 
|---|
| 314 |       
 | 
|---|
| 315 |          j = J - 1; v = v0 + 1; u = u0 + 1;     
 | 
|---|
| 316 |          while (j--)
 | 
|---|
| 317 |             { *v = a0 * *u + alpha * *v; *u -= a0 * *v; ++v; ++u; }
 | 
|---|
| 318 | 
 | 
|---|
| 319 |          xj0 = xi0; xi = xi0++; k = n;
 | 
|---|
| 320 |          if (k) for (;;)
 | 
|---|
| 321 |          {
 | 
|---|
| 322 |             v = v0 + 1; Real Xi = *xi; Real* xj = xj0;
 | 
|---|
| 323 |             Xi *= alpha; *xj++ = Xi;
 | 
|---|
| 324 |             j = J - 1; while(j--) *xj++ -= *v++ * Xi;
 | 
|---|
| 325 |             if (!(--k)) break;
 | 
|---|
| 326 |                   xi += s; xj0 += s;
 | 
|---|
| 327 |          }
 | 
|---|
| 328 |          
 | 
|---|
| 329 |          j = J; v = v0;
 | 
|---|
| 330 |          while (j--) *v++ = 0.0;
 | 
|---|
| 331 |          
 | 
|---|
| 332 |          u0 += J--;
 | 
|---|
| 333 |       }
 | 
|---|
| 334 |    }
 | 
|---|
| 335 | }
 | 
|---|
| 336 | 
 | 
|---|
| 337 | // Matrix A's first n columns are orthonormal
 | 
|---|
| 338 | // so A.Columns(1,n).t() * A.Columns(1,n) is the identity matrix.
 | 
|---|
| 339 | // Fill out the remaining columns of A to make them orthonormal
 | 
|---|
| 340 | // so A.t() * A is the identity matrix 
 | 
|---|
| 341 | void extend_orthonormal(Matrix& A, int n)
 | 
|---|
| 342 | {
 | 
|---|
| 343 |    REPORT
 | 
|---|
| 344 |    Tracer et("extend_orthonormal");
 | 
|---|
| 345 |    int nr = A.nrows(); int nc = A.ncols();
 | 
|---|
| 346 |    if (nc > nr) Throw(IncompatibleDimensionsException(A));
 | 
|---|
| 347 |    if (n > nc) Throw(IncompatibleDimensionsException(A));
 | 
|---|
| 348 |    ColumnVector SSR;
 | 
|---|
| 349 |    { Matrix A1 = A.Columns(1,n); SSR = A1.sum_square_rows(); }
 | 
|---|
| 350 |    for (int i = n; i < nc; ++i)
 | 
|---|
| 351 |    {
 | 
|---|
| 352 |       // pick row with smallest SSQ
 | 
|---|
| 353 |       int k; SSR.minimum1(k);
 | 
|---|
| 354 |       // orthogonalise column with 1 at element k, 0 elsewhere
 | 
|---|
| 355 |       // next line is rather inefficient
 | 
|---|
| 356 |       ColumnVector X = - A.Columns(1, i) * A.SubMatrix(k, k, 1, i).t();
 | 
|---|
| 357 |       X(k) += 1.0;
 | 
|---|
| 358 |       // normalise
 | 
|---|
| 359 |       X /= sqrt(X.SumSquare());
 | 
|---|
| 360 |       // update row sums of squares
 | 
|---|
| 361 |       for (k = 1; k <= nr; ++k) SSR(k) += square(X(k));
 | 
|---|
| 362 |       // load new column into matrix
 | 
|---|
| 363 |       A.Column(i+1) = X;
 | 
|---|
| 364 |    }
 | 
|---|
| 365 | }
 | 
|---|
| 366 |    
 | 
|---|
| 367 |    
 | 
|---|
| 368 | 
 | 
|---|
| 369 | 
 | 
|---|
| 370 | 
 | 
|---|
| 371 | #ifdef use_namespace
 | 
|---|
| 372 | }
 | 
|---|
| 373 | #endif
 | 
|---|
| 374 | 
 | 
|---|
| 375 | 
 | 
|---|
| 376 | ///@}
 | 
|---|