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SVMCrossVal.git
somtoolbox2
som_plotplane.m
starting som prediction fine-tuned class-performance visualisation
Christoph Budziszewski
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4dbef18
at 2009-01-21 16:34:25
som_plotplane.m
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function h=som_plotplane(varargin) %SOM_PLOTPLANE Visualize the map prototype vectors as line graphs % % h=som_plotplane(lattice, msize, data, [color], [scaling], [pos]) % h=som_plotplane(topol, data, [color], [scaling], [pos]) % % som_plotplane('hexa',[5 5], rand(25,4), jet(25)) % som_plotplane(sM, sM.codebook) % % Input and output arguments ([]'s are optional) % lattice (string) grid 'hexa' or 'rect' % msize (vector) size 1x2, defines the grid size % (matrix) size Mx2, defines explicit coordinates: in % this case the first argument does not matter % topol (struct) map or topology struct % data (matrix) Mxd matrix, M=prod(msize) % [color] (matrix) size Mx3, gives an individual color for each graph % (string) ColorSpec gives the same color for each % graph, default is 'k' (black) % [scaling] (string) 'on' or 'off', default is 'on' % [pos] (vector) 1x2 vector that determines translation. % Default is no translation. % % h (vector) the object handles for the LINE objects % % If scaling is set on, the data will be linearly scaled in each % unit so that min and max values span from lower to upper edge % in each unit. If scaling is 'off', the proper scaling is left to % the user: values in range [-.5,.5] will be plotted within the limits of the % unit while values exceeding this range will be out of the unit. % Axis are set as in SOM_CPLANE. % % For more help, try 'type som_plotplane' or check out online documentation. % See also SOM_PLANE, SOM_PIEPLANE, SOM_BARPLANE %%%%%%%%%%%%% DETAILED DESCRIPTION %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % % som_plotplane % % PURPOSE % % Visualizes the map prototype vectors as line graph % % SYNTAX % % h = som_plotplane(topol, data) % h = som_plotplane(lattice, msize, data) % h = som_plotplane(..., color) % h = som_plotplane(..., color, scaling) % h = som_plotplane(..., color, scaling, pos) % % DESCRIPTION % % Visualizes the map prototype vectors as line graph % % KNOWN BUGS % % It is not possible to specify explicit coordinates for map % consistig of just one unit as then the msize is interpreted as % map size. % % FEATURES % % - the colors are fixed: changing colormap in the figure (see % COLORMAP) will not affect the coloring of the plots % % REQUIRED INPUT ARGUMENTS % % lattice The basic topology % % (string) 'hexa' or 'rect' positions the plots according to hexagonal or % rectangular map lattice. % % msize The size of the map grid % % (vector) [n1 n2] vector defines the map size (height n1 units, width n2 % units, total M=n1 x n2 units). The units will be placed to their % topological locations in order to form a uniform hexagonal or % rectangular grid. % (matrix) Mx2 matrix defines arbitary coordinates for the M units. % In this case the argument 'lattice' has no effect. % % topol Topology of the map grid % % (struct) map or topology struct from which the topology is taken % % data The data to be visualized % % (matrix) Mxd matrix of data vectors. % % OPTIONAL INPUT ARGUMENTS % % If unspecified or given empty values ('' or []), default values % will be used for optional input arguments. % % color The color of the plots % % (string) Matlab's ColorSpec (see help plot) string gives the same color % for each line. % % (matrix) Mx3 matrix assigns an RGB color determined by the Nth row of % the matrix to the Nth plot. % % (vector) 1x3 RGB vector gives the same color for each line. % % scaling The data scaling mode % % (string) 'on or 'off': if scaling is set on, the data will be % linearly scaled in each unit so that min and max values span from % lower to upper edge in each unit. If scaling is 'off', the proper % scaling is left to the user: values in range [-.5,.5] will be plotted % within the limits of the unit while values exceeding this % range will be out of the unit. % % pos Position of the origin % % (vector) This is meant for drawing the plane in arbitary location in a % figure. Note the operation: if this argument is given, the % axis limits setting part in the routine is skipped and the limits % setting will be left to be done by MATLAB's % defaults. By default no translation is done. % % OUTPUT ARGUMENTS % % h (scalar) Handle to the created patch object % % OBJECT TAG % % Object property 'Tag' is set to 'planePlot'. % % EXAMPLES % % %%% Create the data and make a map % % data=rand(1000,20); map=som_make(data); % % %%% Create a 'gray' colormap that has 64 levels % % color_map=gray(64); % % %%% Draw plots using red color % % som_plotplane(map, map.codebook,'r'); % % %%% Calculate hits on the map and calculate colors so that % black = min. number of hits and white = max. number of hits % % hit=som_hits(map,data); color=som_normcolor(hit(:),color_map); % % %%% Draw plots again. Now the gray level indicates the number of hits to % each node % % som_plotplane(map, map.codebook, color); % % SEE ALSO % % som_cplane Visualize a 2D component plane, u-matrix or color plane % som_barplane Visualize the map prototype vectors as bar diagrams. % som_pieplane Visualize the map prototype vectors as pie charts % Copyright (c) 1999-2000 by the SOM toolbox programming team. % http://www.cis.hut.fi/projects/somtoolbox/ % Version 2.0beta Johan 160799 juuso 151199 070600 %%% Init & Check arguments %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% [nargin, lattice, msize, data, color, scaling, pos] = vis_planeGetArgs(varargin{:}); error(nargchk(3, 5, nargin)); % check no. of input args is correct s=0.8; % size of plot if nargin < 6 | isempty(pos) pos=NaN; end if nargin < 5 | isempty(scaling) scaling='on'; elseif ~vis_valuetype(scaling,{'string'}) | ... ~any(strcmp(scaling,{'on','off'})), error('Scaling should be string ''on'' or ''off''.'); end l=size(data,2); if ~isnumeric(msize) | ndims(msize) ~= 2 | size(msize,2)~=2, error('msize has to be 1x2 grid size vector or a Nx2 coordinate matrix.'); elseif size(msize,1) == 1, xdim=msize(2); ydim=msize(1); N=xdim*ydim; y=repmat(repmat([1:ydim]',xdim,1),1,l); x=reshape(repmat([1:xdim],ydim*l,1),l,N)'; else x=repmat(msize(:,1),1,l);y=repmat(msize(:,2),1,l); N=size(msize,1); lattice='rect'; if isnan(pos), pos=[0 0]; end end switch lattice case {'hexa', 'rect'} ; otherwise error(['Lattice' lattice ' not implemented!']); end if ~isnumeric(data) | size(data,1) ~= N error('Data matrix is invalid or has wrong size!'); end if nargin < 4 | isempty(color), color='k'; elseif vis_valuetype(color, {'colorstyle',[N 3]}), if ischar(color) & strcmp(color,'none'), error('Colorstyle ''none'' not allowed in som_plotplane.'); end elseif vis_valuetype(color,{'1x3rgb'}) ; elseif ~vis_valuetype(color,{'nx3rgb',[N 3]},'all'), error('The color matrix has wrong size or contains invalid RGB values or colorstyle.'); end [linesx, linesy]=vis_line(data,scaling); %%%% Action %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % Making the lattice. % Command view([0 90]) shows the map in 2D properly oriented switch lattice case 'hexa' t=find(rem(y(:,1),2)); % move even rows by .5 x(t,:)=x(t,:)-.5; x=(x./s+linesx).*s+.5; y=(y./s+linesy).*s; % scale with s case 'rect' x=(x./s+linesx).*s; y=(y./s+linesy).*s; % scale with s end %% Draw the map! ... h_=plot(x',y'); if size(color,1) == 1 set(h_,'Color',color); else for i=1:N, set(h_(i,:),'Color',color(i,:)); end end if ~isnan(pos) x=x+pos(1);y=y+pos(2); % move upper left corner end % to pos(1),pos(2) %% Set axes properties ax=gca; vis_PlaneAxisProperties(ax, lattice, msize, pos); %%% Build output %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% set(h_,'Tag','planePlot'); % tag the lineobject if nargout>0, h=h_; end % Set h only, % if there really is output %% Subfuntion %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% function [x,y]=vis_line(data, scaling) s=size(data); % normalization between [0,1] if scaling is on if strcmp(scaling,'on') mn=repmat(min(data,[],2),1,s(2)); mx=repmat(max(data,[],2),1,s(2)); y=-((data-mn)./(mx-mn))+.5; else % -sign is beacuse we do axis ij y=-data; end x=repmat(linspace(-.5, .5, size(data,2)), size(data,1),1);