1 | %SETSIG Set signature for pseudo-Euclidean dataset or mapping
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2 | %
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3 | % B = SETSIG(A,SIG)
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4 | % B = A*SETSIG([],SIG);
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5 | % V = SETSIG(W,SIG);
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6 | %
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7 | % INPUT
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8 | % A Dataset or data matrix (doubles)
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9 | % SIG Signature, 2-element vector with numbers of positive
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10 | % and negative dimensions, default: all positive
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11 | % W Pseudo-Euclidean mapping created by PE_EM
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12 | %
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13 | % OUTPUT
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14 | % B PE dataset
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15 | % V PE mapping
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16 | %
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17 | % DESCRIPTION
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18 | % Distances in a PE dataset are computed in a special way, see PE_DISTM
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19 | % using the signature of the PE space. This routine stores the signature
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20 | % in the user-field of the dataset, so it can be used by any routine that
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21 | % needs it. The signature is determined during a pseudo-Euclidean mapping,
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22 | % e.g. by PSEM. Datasets applied to such a mapping obtain the signature
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23 | % automatically. The signature is a vector of two elements equal to the
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24 | % numbers of positive and negative eigenvalues found during the process of
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25 | % PE mapping. Their sum should thereby be equal to the dimensionality of
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26 | % the space, i.e. the number of features in A.
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27 | %
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28 | % Note that V = W*SETSIG converts a pseudo-Euclidean mapping W into a
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29 | % mapping V to the associated space.
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30 | %
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31 | % SEE ALSO
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32 | % DATASETS, MAPPINGS, PE_EM, PE_DISTM, GETSIG
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33 |
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34 | % Copyright: R.P.W. Duin, r.p.w.duin@prtools.org
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35 | % Faculty EWI, Delft University of Technology
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36 | % P.O. Box 5031, 2600 GA Delft, The Netherlands
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37 |
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38 | function b = setsig(a,sig)
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39 |
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40 | if nargin < 2, sig = []; end
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41 | if nargin < 1 | isempty(a)
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42 | b = mapping(mfilename,'fixed',{sig});
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43 | b = setname(b,'Set signature');
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44 | return
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45 | end
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46 |
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47 | if isempty(sig), sig = [size(a,2) 0]; end
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48 | if length(sig) ~= 2
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49 | error('The PE signature should consist of a vector of two elements');
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50 | end
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51 |
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52 | if sum(sig) ~= size(a,2)
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53 | error('The signature does not match the feature size')
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54 | end
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55 | if ispe_em(a)
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56 | data = getdata(a);
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57 | data.sig = sig;
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58 | b = setdata(a,data);
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59 | else
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60 | a = dataset(a);
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61 | b = setuser(a,sig,'pe_signature');
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62 | end
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63 |
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64 | return
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65 |
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66 |
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67 |
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