function [V,I]=som_divide(sMap, D, inds, mode) %SOM_DIVIDE Divides a dataset according to a given map. % % [V,I]=som_divide(sMap, sData, [inds], [mode]) % % ARGUMENTS ([]'s are optional) % % sMap (struct or matrix) map struct or codebook (size munits x dim) % sData (struct or matrix) data struct or matrix (size N x dim ) % [inds] From which map units should the local data sets % be constructed. Interpretation depends on mode % argument. By default [1:munits]. % 'class': (vector) munits x 1 matrix of class numbers % 'index': (vector) K x 1 vector of map node indexes % 'index': (matrix) K x k matrix of map node subscripts % [mode] (string) 'index' or 'class', if inds is a vector of length % munits, default is 'class', otherwise 'index'. % RETURNS % % If mode == 'index' % V (matrix) data vectors hitting the specified nodes (size K x dim) % I (vector) corresponding data row indexes (size K x 1) % % If mode == 'class' (this can be used after using som_select) % V (cell array) V{K} includes vectors whose BMU has class number % K in the input matrix 'coord'. Note that % values of K below 1 are ignored. % I (cell array) corresponding data indexes in the cell array % % NOTE: if the same node is specified multiple times, only one % set of hits is returned. % % See also SOM_BMU, SOM_HITS, SOM_SELECT. % Version 1.0beta 260997 Johan % Version 2.0beta 230300 juuso % Contributed to SOM Toolbox vs2, Mar 23rd, 2000 by Juha Vesanto % http://www.cis.hut.fi/projects/somtoolbox/ %%%% Init & Check %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% error(nargchk(0, 4, nargin)) % check if no. of input args is correct % map if isstruct(sMap), msize = sMap.topol.msize; dim = size(sMap.codebook,2); else msize = [size(sMap,1) 1]; dim = size(sMap,2); end munits = prod(msize); % data if isstruct(D), D=D.data; end % inds if nargin<3, inds = 1:munits; end isvec = prod(size(inds))==length(inds); % mode if nargin<4, if isvec & length(inds)==munits, mode = 'class'; else mode = 'index'; end end %%% Action & Build output according to the mode string output if ~isvec, inds = som_sub2ind(msize,inds); end bmus=som_bmus(sMap,D); switch mode case 'index' I=find(ismember(bmus,inds)); V=D(I,:); case 'class' K=max(inds); % classes V = cell(K,1); I = cell(K,1); for i=1:K, N_ind=find(inds == i); % indexes of the units of class i I{i}=find(ismember(bmus,N_ind)); % data indexes V{i}=D(I{i},:); end end