Mercurial > matrix-functions
annotate toolbox/dual.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 y = dual(x, p) |
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2 %DUAL Dual vector with respect to Holder p-norm. |
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3 % Y = DUAL(X, p), where 1 <= p <= inf, is a vector of unit q-norm |
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4 % that is dual to X with respect to the p-norm, that is, |
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5 % norm(Y, q) = 1 where 1/p + 1/q = 1 and there is |
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6 % equality in the Holder inequality: X'*Y = norm(X, p)*norm(Y, q). |
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7 % Special case: DUAL(X), where X >= 1 is a scalar, returns Y such |
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8 % that 1/X + 1/Y = 1. |
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9 |
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10 % Called by PNORM. |
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11 |
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12 if max(size(x)) == 1 & nargin == 1 |
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13 p = x; |
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14 end |
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16 % The following test avoids a `division by zero message' when p = 1. |
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17 if p == 1 |
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18 q = inf; |
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19 else |
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20 q = 1/(1-1/p); |
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21 end |
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22 |
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23 if max(size(x)) == 1 & nargin == 1 |
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24 y = q; |
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25 return |
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26 end |
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27 |
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28 if norm(x,inf) == 0, y = x; return, end |
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29 |
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30 if p == 1 |
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32 y = sign(x) + (x == 0); % y(i) = +1 or -1 (if x(i) real). |
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33 |
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34 elseif p == inf |
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35 |
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36 [xmax, k] = max(abs(x)); |
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37 f = find(abs(x)==xmax); k = f(1); |
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38 y = zeros(size(x)); |
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39 y(k) = sign(x(k)); % y is a multiple of unit vector e_k. |
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40 |
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41 else % 1 < p < inf. Dual is unique in this case. |
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42 |
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43 x = x/norm(x,inf); % This scaling helps to avoid under/over-flow. |
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Antonio Pino Robles <data.script93@gmail.com>
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44 y = abs(x).^(p-1) .* ( sign(x) + (x==0) ); |
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parents:
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45 y = y / norm(y,q); % Normalize to unit q-norm. |
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46 |
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47 end |