Mercurial > matrix-functions
annotate toolbox/qmult.m @ 2:c124219d7bfa draft
Re-add the 1995 toolbox after noticing the statement in the ~higham/mctoolbox/ webpage.
author | Antonio Pino Robles <data.script93@gmail.com> |
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date | Thu, 07 May 2015 18:36:24 +0200 |
parents | 8f23314345f4 |
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1 function B = qmult(A) |
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2 %QMULT Pre-multiply by random orthogonal matrix. |
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3 % QMULT(A) is Q*A where Q is a random real orthogonal matrix from |
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4 % the Haar distribution, of dimension the number of rows in A. |
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5 % Special case: if A is a scalar then QMULT(A) is the same as |
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6 % QMULT(EYE(A)). |
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7 |
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8 % Called by RANDSVD. |
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9 % |
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10 % Reference: |
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11 % G.W. Stewart, The efficient generation of random |
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12 % orthogonal matrices with an application to condition estimators, |
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13 % SIAM J. Numer. Anal., 17 (1980), 403-409. |
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14 |
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15 [n, m] = size(A); |
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16 |
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17 % Handle scalar A. |
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18 if max(n,m) == 1 |
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19 n = A; |
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20 A = eye(n); |
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21 end |
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22 |
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23 d = zeros(n); |
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24 |
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25 for k = n-1:-1:1 |
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26 |
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27 % Generate random Householder transformation. |
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28 x = randn(n-k+1,1); |
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29 s = norm(x); |
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30 sgn = sign(x(1)) + (x(1)==0); % Modification for sign(1)=1. |
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31 s = sgn*s; |
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32 d(k) = -sgn; |
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33 x(1) = x(1) + s; |
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34 beta = s*x(1); |
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35 |
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36 % Apply the transformation to A. |
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37 y = x'*A(k:n,:); |
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38 A(k:n,:) = A(k:n,:) - x*(y/beta); |
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39 |
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40 end |
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41 |
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42 % Tidy up signs. |
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43 for i=1:n-1 |
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44 A(i,:) = d(i)*A(i,:); |
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45 end |
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46 A(n,:) = A(n,:)*sign(randn); |
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47 B = A; |