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SVMCrossVal.git
somtoolbox2
som_trajectory.m
starting som prediction fine-tuned class-performance visualisation
Christoph Budziszewski
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at 2009-01-21 16:34:25
som_trajectory.m
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function som_trajectory(bmus,varargin) %SOM_TRAJECTORY Launch a "comet" trajectory visualization GUI. % % som_show(sM,'umat','all') % bmus = som_bmus(sM,sD); % som_trajectory(bmus) % som_trajectory(bmus, 'data1', sD, 'trajsize', [12 6 3 1]') % som_trajectory(bmus, 'data1', sD.data(:,[1 2 3]), 'name1', {'fii' 'faa' 'foo'}) % % Input arguments ([]'s are optional): % bmus (matrix) size Nx1, vector of BMUS % ['argID', (string) Other arguments can be given as 'argID', value % value] (varies) pairs. See list below for valid values. % % NOTE: the GUI only works on a figure which has been made with SOM_SHOW. % % Here are the valid argument IDs (case insensitive) and associated values: % 'color' string 'xor' or ColorSpec, default: 'xor'. % (default: according to lattice as in som_cplane) % 'TrajSize' vector of size Nx1 to define the length of comet % (N) and size of the comet dots in points. % default: [16 12 10 8 6 4]' % 'Data1' SOM Toolbox data struct or matrix. The size of % data matrix (in data struct the field .data) is % Nxd, where N must be the same as the amount of % BMUS given in the first input argument 'bmus' % This data is shown in a new window in d subplots. % Default: BMU indices (first input argument) % 'Name1' cell array of d strings which contains names % for the components in 'Data1'. If 'Data1' is a SOM % Toolbox data struct, the existing component names % are overdone. % 'Figure' scalar that must be a handle to an existing figure % which has been made using SOM_SHOW function. % Default: current active figure (gcf). % % The following tools can be found in the 'Tools' -menu. % % Remove Trajectory: removes trajectory from the map. % Dye Nodes : opens GUI for selecting color for the nodes % and points selected. % Clear Markers : removes markers from map and data figure. % Save : saves the current situation as a struct. % Load : loads the struct from workspace and draws markers. % % Mouse operation % % In data window: Left button is used to drag the operation point ruler % if left button is on blank area, it starts % In map window : Left button starts a polygon; right button % finishes; middle button toggles a unit. % % SOM_TRAJECTORY is an application for observing trajectory behavior. % % Using mouse the line in data figure can be dragged and the % trajectory moves in the SOM SHOW figure. It is also possible to move % trajectory by pressing keys '>' and '<' when mouse pointer is above % data figure. % % Regions can be chosen from the data and the points in that region % are mapped to the component planes. Regions can be chosen also in % the map. In this situation data points and map nodes are also % marked (Left mouse button adds point to the polygon indicating the % region and right button finals the polygon). By clicking a node (the % middle button) that node is either added or removed from selection. % % It should be noticed that choosing intervals from data may cause % situations that seem to be bugs. If there exisist marks of different % color, removing them by clicking the map may left some marks in the % data, because more than one point in the data is mapped to the same % node in the map and the removing operation depends on the color of % the marks. However, all the marks can be removed by using the 'Clear % Markers' -operation. % % FEATURES % % The first input argument 'bmus' may also be a munits x N matrix % In this case each column defines a "fuzzy response". That is, % each column defines a hit histogram function). The element % bmus(i,t) sets the size of marker on unit i at time t. % NOTE: - in this case no regions can be selcted on the map! % - only > and < keys can be used to move the operation point % line: it can't be dragged % - "fuzzy response is always black (hope this will be fixed) % % It is possible to open a second data window showing different data: % use indetifiers 'Data2' (and 'Name2'). The argument syntax is % identical to 'Data1' (and 'Name1'). % % See also SOM_SHOW, SOM_SHOW_ADD, SOM_BMUS. % Contributed to SOM Toolbox 2.0, February 11th, 2000 by Johan % Himberg and Juha Parhankangas % Copyright (c) 2000 by the Johan Himberg and Juha Parhankangas % http://www.cis.hut.fi/projects/somtoolbox/ % Check arguments error(nargchk(1,Inf,nargin)); % Check no. of input arguments %% Init input argument struct (see subfunction) Traj=iniTraj(bmus); % Check tentative BMU input validity if ~vis_valuetype(bmus,{'nxm'}), error(['First input should be a vector of BMU indices or' ... ' a "response matrix"']); end %% Check optional arguments for i=1:2:length(varargin) identifier=lower(varargin{i}); value=varargin{i+1}; % Trajectory color switch identifier case 'color' if isempty(value) value='xor'; end if vis_valuetype(value,{'colorstyle','xor'}) Traj.color=value; else error('''Color'' has to be ColorSpec or string ''xor''.'); end % 1st data case 'data1' if isempty(value), value=[]; elseif vis_valuetype(value,{'nxm'}) Traj.primary_data=value; elseif isstruct(value) & isfield(value,'type') & ... ischar(value.type) & strcmp(value.type,'som_data'), Traj.primary_data=value.data; if isempty(Traj.primary_names), Traj.primary_names=value.comp_names; end end % 2nd data case 'data2' if isempty(value), value=[]; elseif vis_valuetype(value,{'nxm'}) Traj.secondary_data=value; elseif isstruct(value) & isfield(value,'type') & ... ischar(value.type) & strcmp(value.type,'som_data'), Traj.secondary_data=value.data; if isempty(Traj.secondary_names), Traj.secondary_names=value.comp_names; end end % Trajectory length & size case 'trajsize' if isempty(value), Traj.size=[16 12 10 8 6 4]'; end if vis_valuetype(value,{'nx1'}) Traj.size=value else error('''TrajSize'' has to be a nx1 vector.'); end % Names for first data variables case 'name1' if isempty(value), Traj.primary_names=[]; elseif ~vis_valuetype(value,{'cellcolumn_of_char'}), error('''Name1'': variable names must be in a cell column array.') else Traj.primary_names = value; end % Names for 2nd data variables case 'name2' if isempty(value), Traj.secondary_names=[]; elseif ~vis_valuetype(value,{'cellcolumn_of_char'}), error('''Name2'': variable names must be in a cell column array.') else Traj.secondary_names = value; end % Figure number case 'figure' if isempty(value) Traj.figure='gcf'; end if vis_valuetype(value,{'1x1'}) Traj.figure=value; else error('''Figure'' should be number of an existing figure.') end end end %% Get SOM data from figure [h,msg,lattice,msize,dim]=vis_som_show_data('all',Traj.figure); %% Not a SOM_SHOW figure? if ~isempty(msg); error('Figure is invalid: use SOM_SHOW to draw the figure.'); end % Get map size from figure data Traj.lattice=lattice; Traj.msize=msize; if length(msize)>2, error(['This function works only with 2D maps: figure contains' ... ' something else.']); end munits=prod(msize); % Check BMU (or response) and map match if vis_valuetype(bmus,{'nx1'}); if max(bmus)>prod(msize) | min(bmus) <1 error('BMU indexes out of range.') elseif any(round(bmus)~=bmus) error('BMU indexes must be integer.'); elseif isempty(Traj.primary_data), Traj.primary_data=bmus; end elseif size(bmus,1) ~= munits error(['Response matrix column number must match with the number of' ... ' map units.']); else bmus=bmus'; if isempty(Traj.primary_data), Traj.primary_data=[1:size(bmus,1)]'; Traj.primary_names={'BMU Index'}; end end size1=size(Traj.primary_data); size2=size(Traj.secondary_data); % Data2 must not be defined alone if isempty(Traj.primary_data)&~isempty(Traj.secondary_data), error('If ''Data2'' is specified ''Data1'' must be specified, too.'); elseif ~isempty(Traj.secondary_data) ... & size1~= size2 % If data1 and data2 exist both, check data1 and data2 match error('''Data1'' and ''Data2'' have different amount of data vectors.') end % Check BMU and data1 match (data2 matches with 1 anyway) if ~isempty(Traj.primary_data) & size(bmus,1) ~= size1, error(['The number of data vectors in ''data1'' must match with' ... ' the number of rows in the first input argument (bmus).']); end % Check that number of names and data dimension is consistent if ~isempty(Traj.primary_names) & (size1(2)~=length(Traj.primary_names)), error('Number of component names and ''Data1'' dimension mismatch.'); end if ~isempty(Traj.secondary_names) & ... (size2(2)~=length(Traj.secondary_names)), error('Number of component names and ''Data2'' dimension mismatch.'); end %% Call the function that does the job vis_trajgui(Traj); %%% Subfunctions %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% function Traj=iniTraj(bmus) Traj.figure=gcf; Traj.primary_data=[]; Traj.secondary_data=[]; Traj.primary_names = []; Traj.secondary_names = []; Traj.size=[16 12 10 8 6 4]'; Traj.bmus=bmus; Traj.color='xor'; Traj.msize=[]; Traj.lattice=[];