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SVMCrossVal.git
somtoolbox2
som_projections_plot.m
starting som prediction fine-tuned class-performance visualisation
Christoph Budziszewski
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4dbef18
at 2009-01-21 16:34:25
som_projections_plot.m
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function som_projections_plot(pmode,varargin) % SOM_PROJECTIONS_PLOT Projection visualizations. % % som_projections_plot(pmode,varargin) % % [cPCAarg, Pdata, Pproto] = som_projections(D,sM); % som_projections_plot('scatter',Pdata(:,1:3)) % som_projections_plot('scatter',Pproto(:,1:3),Pproto(:,5:7),5,sM) % som_projections_plot('residuals',Pdata(:,1:4)) % som_projections_plot('scree',cPCAarg{3}) % % The other arguments depend on the pmode: % % pmode = 'scatter' % % arg1: Co (matrix) coordinates % arg2: color (matrix) color vectors % (string) colorstring ('k' by default) % arg3: psize (scalar) point size % arg4: sT (struct) topology struct, if map grid is drawn % % pmode = 'residuals' % % arg1: Co (matrix) coordinates (2 first columns) + residuals (the rest) % arg2: color (string) colorstring ('k' by default) % % pmode = 'scree' % % arg1: eigval (vector) vector of eigenvalues % % See also SOM_PROJECTIONS. switch pmode, case 'scatter', Co = varargin{1}; if length(varargin)>1, color = varargin{2}; else color = 'k'; end if length(varargin)>2, psize = varargin{3}; else psize = 5; end if length(varargin)>3, sT = varargin{4}; else sT = []; end if isstruct(sT) & strcmp(sT.type,'som_map'), sT = sT.topol; end if isempty(sT), som_grid({'rect',[size(Co,1) 1]},'Coord',Co,'Markercolor',color,'line','none','markersize',psize); else if ischar(color), lcolor = color; else lcolor = 'k'; end som_grid(sT,'Coord',Co,'Markercolor',color,'markersize',psize,'linecolor',lcolor); end case 'residuals', CoRes = varargin{1}; n = size(CoRes,1); if length(varargin)>1, color = varargin{2}; else color = 'k'; end Co = CoRes(:,1:2); Co(end+1,:) = NaN; res = sqrt(sum(CoRes(:,3:end).*CoRes(:,3:end),2)); h=plot(Co(:,1),Co(:,2),'k.'); set(h,'color',color); Co(end+1,:) = NaN; res = [res; 0; NaN]; i = [1:n; 1:n; (n+1)+zeros(1,n)]; i = i(:); j = [(n+1)+zeros(1,n); 1:n; (n+2)+zeros(1,n)]; j = j(:); h = line(Co(i,1),Co(i,2),res(j)); set(h,'color',color); axis tight, axis equal, view(3) case 'scree', eigval = varargin{1}; if size(eigval,1)>1, eigval = eigval'; end eigval = eigval / sum(eigval); cumeig = cumsum(eigval); bar(cumeig,0.1) i = find(cumeig>=0.75); i75 = i(1); hold on plot([0 2],cumeig([2 2]),'r-',[0 i75],cumeig([i75 i75]),'r-'); set(gca,'YTick',unique([0:0.1:1 cumeig(2) cumeig(i75)])); axis tight, grid on end