[10] | 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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[79] | 42 | b = prmapping(mfilename,'fixed',{sig});
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[10] | 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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[79] | 60 | a = prdataset(a);
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[10] | 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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