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SVMCrossVal.git
somtoolbox2
som_stats_report.m
starting som prediction fine-tuned class-performance visualisation
Christoph Budziszewski
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4dbef18
at 2009-01-21 16:34:25
som_stats_report.m
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function som_stats_report(csS,fname,fmt,texonly) % SOM_STATS_REPORT Make report of the statistics. % % som_stats_report(csS, fname, fmt, [standalone]) % % som_stats_report(csS, 'data_stats', 'ps') % % Input and output arguments ([]'s are optional): % csS (cell array) of statistics structs % (struct) a statistics struct % fname (string) output file name (without extension) % (cellstr) {direc, fname} % fmt (string) report format: 'ps', 'pdf', 'html' or 'txt' % [texonly] (any) for 'ps' and 'pdf' formats: if 4th argument % is given, only the tex file is written % (w/o document start/end), and it is not compiled % % See also SOM_STATS, SOM_STATS_PLOT, SOM_STATS_TABLE, SOM_TABLE_PRINT, REP_UTILS. % Contributed to SOM Toolbox 2.0, December 31st, 2001 by Juha Vesanto % Copyright (c) by Juha Vesanto % http://www.cis.hut.fi/projects/somtoolbox/ % Version 2.0beta juuso 311201 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% input arguments if isstruct(csS), csS = {csS}; end dim = length(csS); if iscell(fname), direc = fname{1}; fname = fname{2}; else direc = '.'; end if nargin<4, texonly = 0; else texonly = 1; end %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% action % additional analysis continuity = zeros(dim,1); for i=1:dim, continuity(i) = csS{i}.nunique / csS{i}.nvalid; end entropy_rel = zeros(dim,1); for i=1:dim, c = csS{i}.hist.counts; if length(c) < 2 | all(c==0), entropy(i) = 0; else maxent = log(length(c)); c = c(c>0)/sum(c); entropy_rel(i) = -sum(c.*log(c)) / maxent; end end % meta-statistics values = {'Number of variables',dim; ... 'Number of samples',csS{1}.ntotal; ... 'Valid values',c_and_p_str(count_total(csS,'nvalid'),dim*csS{1}.ntotal); ... 'Mean(#unique / #valid)',mean(continuity); ... 'Mean relative entropy',mean(entropy_rel)}; %'Dataset name',sD.name; 'Report generated',datestr(now); sTdset = som_table_struct(values); % statistics tables [sTstats,csThist] = som_stats_table(csS); sTstats = som_table_modify(sTstats,'addcol',entropy_rel,{'entropy'}); % write report if isempty(fname), fid = 1; else switch fmt, case {'ps','pdf'}, ending = '.tex'; case 'html', ending = '.html'; case 'txt', ending = '.txt'; end fid = fopen([direc '/' fname ending],'w'); end if ~texonly, rep_utils('header',fmt,fid); end rep_utils({'inserttable',sTdset,1,0},fmt,fid); rep_utils({'insertbreak'},fmt,fid); rep_utils({'inserttable',sTstats,1,0},fmt,fid); rep_utils({'insertbreak'},fmt,fid); som_stats_plot(csS,'stats'); rep_utils({'printfigure',[direc '/histograms']},fmt); rep_utils({'insertfigure','histograms'},fmt,fid); for i=1:dim, rep_utils({'insertbreak'},fmt,fid); rep_utils({'inserttable',csThist{i},1,0},fmt,fid); end if ~texonly, rep_utils('footer',fmt,fid); end if fid~=1, fclose(fid); end if ~texonly & any(strcmp(fmt,{'ps','pdf'})), rep_utils('compile',fmt); end return; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% subfunctions function a = count_total(csS,field) % count total of the field values a = 0; for i=1:length(csS), a = a + getfield(csS{i},field); end return; function str = c_and_p_str(n,m) % return a string of form # (%), e.g. '23 (12%)' if n==m, p = '100'; elseif n==0, p = '0'; else p = sprintf('%.2g',100*n/m); end str = sprintf('%d (%s%%)',round(n),p); return;