SVMCrossVal.git

@@ -4,15 +4,14 @@ function m = SubjectRoiMapping(argv)

 %   normally called without any arguments

 if nargin == 0

-    m.subject{1} ='AI020';

-    m.subject{2} ='BD001';

-    m.subject{3} ='HG027';

-    m.subject{4} ='IK011';

-    m.subject{5} ='JZ006'; % Guter Proband

-    m.subject{6} ='LB001';

-    m.subject{7} ='SW007';

-    m.subject{8} ='VW005';

-

+    m.subject{1}='HIGL5';

+    m.subject{2}='AXLI5';

+    m.subject{3}='SHWA5';

+    m.subject{4}='DAPR5';

+    m.subject{5}='5IGKA';

+    m.subject{6}='5RAEL';

+    m.subject{7}='5JEZI';

+    m.subject{8}='5PK002';

     m.subjectNameMap = java.util.HashMap;

     for subj = 1:size(m.subject,2)

         m.subjectNameMap.put(m.subject{subj},subj);

@@ -20,18 +19,14 @@ if nargin == 0

-    m.roi_name{1}  ='SPL l'; % <-Parietalkortex links 

-    m.roi_name{2}  ='SPL r'; % <-Parietalkortex rechts 

-    m.roi_name{3}  ='PMd l'; 

-    m.roi_name{4}  ='PMd r'; 

-    m.roi_name{5}  ='IPSa l'; 

-    m.roi_name{6}  ='IPSa r'; 

-    m.roi_name{7}  ='SMA'; 

-    m.roi_name{8}  ='DLPFC'; 

-    m.roi_name{9}  ='V1 l'; 

-    m.roi_name{10} ='V1 r'; 

-    m.roi_name{11} ='M1 l'; % <-Motorischer Cortex l 

-    m.roi_name{12} ='M1 r'; % <-Motorischer Cortex r 

+    m.roi_name{1}='SPL l';

+    m.roi_name{2}='SPL r';

+    m.roi_name{3}='dPM l';

+    m.roi_name{4}='dPM r';

+    m.roi_name{5}='DLPFC l';

+    m.roi_name{6}='DLPFC r';

+    m.roi_name{7}='SMA l';

+    m.roi_name{8}='antIPS l';

     m.roiNameMap = java.util.HashMap;

     for roi = 1:size(m.roi_name,2)

@@ -40,103 +35,77 @@ if nargin == 0

     % Koordinaten aller Probanden A von den ROIS B: rois{A}(B,[x y z in mm]) 

-    m.coordinate{1}(1,:)  = [-18, -78, 53];

-    m.coordinate{1}(2,:)  = [12, -69, 46];

-    m.coordinate{1}(3,:)  = [-21, -12, 49];

-    m.coordinate{1}(4,:)  = [30, -12, 53];

-    m.coordinate{1}(5,:)  = [-30, -51, 39];

-    m.coordinate{1}(6,:)  = [ 33, -60, 49];

-    m.coordinate{1}(7,:)  = [ -9, 6, 46];

-    m.coordinate{1}(8,:)  = [-27 27 48];

-    m.coordinate{1}(9,:)  = [-6, -90, -7];

-    m.coordinate{1}(10,:) = [12, -90, -4];

-    m.coordinate{1}(11,:) = [-57, -24, 49];

-    m.coordinate{1}(12,:) = [42, -24, 60];

-    m.coordinate{2}(1,:)  = [-9, -72, 56]; 

-    m.coordinate{2}(2,:)  = [15, -72, 60]; 

-    m.coordinate{2}(3,:)  = [-30, -9, 53]; 

-    m.coordinate{2}(4,:)  = [ 30, -9, 49]; 

-    m.coordinate{2}(5,:)  = [-42 -36 39]; 

-    m.coordinate{2}(6,:)  = [30 -36 42]; 

-    m.coordinate{2}(7,:)  = [ -3, 6, 53];

-    m.coordinate{2}(8,:)  = [-27 30 28];

-    m.coordinate{2}(9,:)  = [-6, -81, -7]; 

-    m.coordinate{2}(10,:) = [9, -78, -7];

-    m.coordinate{2}(11,:) = [-51, -24, 60];

-    m.coordinate{2}(12,:) = [48, -21, 63]; 

-    m.coordinate{3}(1,:)  = [-15, -72, 60];

-    m.coordinate{3}(2,:)  = [15, -66, 63];

-    m.coordinate{3}(3,:)  = [-27, -12, 56];

-    m.coordinate{3}(4,:)  = [24 -15 53];

-    m.coordinate{3}(5,:)  = [-36 -36 42];

-    m.coordinate{3}(6,:)  = [30 -39 35];

-    m.coordinate{3}(7,:)  = [-9, 3, 53]; 

-    m.coordinate{3}(8,:)  = [-30 30 28];

-    m.coordinate{3}(9,:)  = [-3, -90, 4];

-    m.coordinate{3}(10,:) = [15, -99, 14];

-    m.coordinate{3}(11,:) = [-27, -27, 74];

-    m.coordinate{3}(12,:) = [36, -27, 70]; 

-    m.coordinate{4}(1,:)  = [-21, -69, 63]; 

-    m.coordinate{4}(2,:)  = [21, -69, 63];

-    m.coordinate{4}(3,:)  = [-33 -12 53];

-    m.coordinate{4}(4,:)  = [12 -9 60];

-    m.coordinate{4}(5,:)  = [-33 -35 46];

-    m.coordinate{4}(6,:)  = [42 -36 39];

-    m.coordinate{4}(7,:)  = [-3 0 49];

-    m.coordinate{4}(8,:)  = [-33 33 28];

-    m.coordinate{4}(9,:)  = [-3, -90, -7];

-    m.coordinate{4}(10,:) = [9, -81, -7];

-    m.coordinate{4}(11,:) = [-39, -27, 53];

-    m.coordinate{4}(12,:) = [51, -24, 60];

-    m.coordinate{5}(1,:)  = [-12 -66 63];

-    m.coordinate{5}(2,:)  = [12, -75, 60];

-    m.coordinate{5}(3,:)  = [-24, -12, 53];

-    m.coordinate{5}(4,:)  = [27, -9, 60]; 

-    m.coordinate{5}(5,:)  = [-42 -42 35]; 

-    m.coordinate{5}(6,:)  = [33 -48 35];

-    m.coordinate{5}(7,:)  = [ -3, 0, 49];

-    m.coordinate{5}(8,:)  = [-36 33 28];

-    m.coordinate{5}(9,:)  = [-15, -93, -4];

-    m.coordinate{5}(10,:) = [15, -90, 4]; 

-    m.coordinate{5}(11,:) = [-39, -33, 67];

-    m.coordinate{5}(12,:) = [27, -18, 74];

-    m.coordinate{6}(1,:)  = [-21, -69, 60];

-    m.coordinate{6}(2,:)  = [9, -72, 63];

-    m.coordinate{6}(3,:)  = [-24 -12 53];

-    m.coordinate{6}(4,:)  = [32 -12 56]; 

-    m.coordinate{6}(5,:)  = [-36 -39 35];

-    m.coordinate{6}(6,:)  = [42 -33 46]; 

-    m.coordinate{6}(7,:)  = [-6 3 49]; 

-    m.coordinate{6}(8,:)  = [-36 33 28];

-    m.coordinate{6}(9,:)  = [-12, -99, 0];

-    m.coordinate{6}(10,:) = [9, -96, -7];

-    m.coordinate{6}(11,:) = [-48, -27, 60];

-    m.coordinate{6}(12,:) = [33, -33, 60];

-    m.coordinate{7}(1,:)  = [-21, -60, 56]; 

-    m.coordinate{7}(2,:)  = [12, -69, 60]; 

-    m.coordinate{7}(3,:)  = [-24, -12, 49];

-    m.coordinate{7}(4,:)  = [24, -6, 49]; 

-    m.coordinate{7}(5,:)  = [-33 -45 46]; 

-    m.coordinate{7}(6,:)  = [30, -51, 49];

-    m.coordinate{7}(7,:)  = [0, 9, 42]; 

-    m.coordinate{7}(8,:)  = [-30 36 35]; 

-    m.coordinate{7}(9,:)  = [-3, -84, -4];

-    m.coordinate{7}(10,:) = [18, -87, -7];

-    m.coordinate{7}(11,:) = [-36, -30, 63]; 

-    m.coordinate{7}(12,:) = [42, -27, 60];

-    m.coordinate{8}(1,:)  = [-27, -63, 53];

-    m.coordinate{8}(2,:)  = [18, -66, 56];

-    m.coordinate{8}(3,:)  = [-21, -6, 56];

-    m.coordinate{8}(4,:)  = [27 -6 53]; 

-    m.coordinate{8}(5,:)  = [-36, -51, 49];

-    m.coordinate{8}(6,:)  = [45, -39, 53];

-    m.coordinate{8}(7,:)  = [-9, 9, 53];

-    m.coordinate{8}(8,:)  = [-36 24 25]; 

-    m.coordinate{8}(9,:)  = [0, -90, 4]; 

-    m.coordinate{8}(10,:) = [0, -90, 4];

-    m.coordinate{8}(11,:) = [-42, -27, 67]; 

-    m.coordinate{8}(12,:) = [51, -27, 63]; 

+    m.coordinate{1}(1,:)=[-15 -66 60];

+    m.coordinate{1}(2,:)=[18 -63 63];

+    m.coordinate{1}(3,:)=[-24 -6 57];

+    m.coordinate{1}(4,:)=[27 -9 54];

+    m.coordinate{1}(5,:)=[-42 30 39];

+    m.coordinate{1}(6,:)=[36 45 21];

+    m.coordinate{1}(7,:)=[-3 6 60];

+    m.coordinate{1}(8,:)=[-33 -39 42];

+

+    m.coordinate{2}(1,:)=[-15 -66 66];

+    m.coordinate{2}(2,:)=[15 -69 63];

+    m.coordinate{2}(3,:)=[-30 -9 63];

+    m.coordinate{2}(4,:)=[33 -6 60];

+    m.coordinate{2}(5,:)=[-30 39 42];

+    m.coordinate{2}(6,:)=[36 36 42];

+    m.coordinate{2}(7,:)=[-3 0 63];

+    m.coordinate{2}(8,:)=[-39 -42 60];

+

+    m.coordinate{3}(1,:)=[-18 -63 57];

+    m.coordinate{3}(2,:)=[15 -69 60];

+    m.coordinate{3}(3,:)=[-24 -12 51];

+    m.coordinate{3}(4,:)=[27 -12 51];

+    m.coordinate{3}(5,:)=[-27 36 42];

+    m.coordinate{3}(6,:)=[30 42 42];

+    m.coordinate{3}(7,:)=[-3 -6 63];

+    m.coordinate{3}(8,:)=[-36 -51 60];

+

+    m.coordinate{4}(1,:)=[-30 -54 63];

+    m.coordinate{4}(2,:)=[18 -60 54];

+    m.coordinate{4}(3,:)=[-33 -6 57];

+    m.coordinate{4}(4,:)=[27 -6 57];

+    m.coordinate{4}(5,:)=[-27 33 27];

+    m.coordinate{4}(6,:)=[nan nan nan];

+    m.coordinate{4}(7,:)=[-6 3 60];

+    m.coordinate{4}(8,:)=[-33 -51 54];

+

+    m.coordinate{5}(1,:)=[-21 -63 66];

+    m.coordinate{5}(2,:)=[24 -54 66];

+    m.coordinate{5}(3,:)=[-30 -6 51];

+    m.coordinate{5}(4,:)=[21 0 57];

+    m.coordinate{5}(5,:)=[-33 36 27];

+    m.coordinate{5}(6,:)=[33 45 30];

+    m.coordinate{5}(7,:)=[-6 -3 54];

+    m.coordinate{5}(8,:)=[-39 -42 54];

+

+    m.coordinate{6}(1,:)=[-15 -69 54];

+    m.coordinate{6}(2,:)=[21 -63 57];

+    m.coordinate{6}(3,:)=[-24 -9 66];

+    m.coordinate{6}(4,:)=[33 -6 66];

+    m.coordinate{6}(5,:)=[-33 30 39];

+    m.coordinate{6}(6,:)=[33 45 30];

+    m.coordinate{6}(7,:)=[-3 0 54];

+    m.coordinate{6}(8,:)=[-39 -42 39];

+

+    m.coordinate{7}(1,:)=[-12 -66 63];

+    m.coordinate{7}(2,:)=[15 -66 63];

+    m.coordinate{7}(3,:)=[-21 -9 54];

+    m.coordinate{7}(4,:)=[30 -9 57];

+    m.coordinate{7}(5,:)=[-39 33 33];

+    m.coordinate{7}(6,:)=[39 30 33];

+    m.coordinate{7}(7,:)=[-6 0 54];

+    m.coordinate{7}(8,:)=[-39 -45 54];

+    m.coordinate{8}(1,:)=[-15 -72 51];

+    m.coordinate{8}(2,:)=[15 -75 51];

+    m.coordinate{8}(3,:)=[-27 -12 66];

+    m.coordinate{8}(4,:)=[33 -18 69];

+    m.coordinate{8}(5,:)=[-48 21 33];

+    m.coordinate{8}(6,:)=[42 33 36];

+    m.coordinate{8}(7,:)=[-3 -6 57];

+    m.coordinate{8}(8,:)=[-39 -48 45];

     m = class(m,'SubjectRoiMapping');

 elseif isa(argv,'SubjectRoiMapping') % copy

@@ -58,7 +58,7 @@ maxPerformance = -inf;

             anyvoxel = 1;

             for pstConditionGroup = 1:size(pst{1,anyvoxel},2) 

                 for dp = 1:size(pst{1,anyvoxel}{1,pstConditionGroup},1) % data point

-                  row = getSVMLabel(labelMap,eventList(pstConditionGroup,1)) 

+                  row = getSVMLabel(labelMap,eventList(pstConditionGroup,1));

                     for voxel = 1:size(pst,2)

                         row = [row, pst{1,voxel}{1,pstConditionGroup}(dp,frameStart:frameEnd)]; % label,value,value

                     end

@@ -69,6 +69,10 @@ maxPerformance = -inf;

             svmdata      = tmp(:,2:size(tmp,2));

             svmlabel     = tmp(:,1);

+%             rndindex  = randperm(length(svmlabel));

+%             svmdata   = svmdata(rndindex,:);

+%             svmlabel  = svmlabel(rndindex);

+            

             if SINGLE

                 performance  = svmtrain(svmlabel, svmdata, svmargs);

@@ -5,8 +5,8 @@ function classify(varargin)

 switch nargin

     case 1

         paramModel = varargin{1};

-        % PROJECT_BASE_PATH = 'D:\Analyze\Stimolos';

-        PROJECT_BASE_PATH = 'D:\Analyze\Choice\24pilot';

+         PROJECT_BASE_PATH = 'D:\Analyze\Stimolos';

+        %PROJECT_BASE_PATH = 'D:\Analyze\Choice\24pilot';

         PROJECT_RESULT_PATH = 'results\SPM.mat';

     otherwise

         error('spmtoolbox:SVMCrossVal:arginError','Please Specify action and parameter model');

@@ -1,8 +1,8 @@

 function plotDecodePerformance(varargin)

 % plotDecodePerformance(timeline,decodePerformance,nClasses,rawData)

-PSTH_AXIS_MIN = -2;

-PSTH_AXIS_MAX = 5;

+PSTH_AXIS_MIN = -1;

+PSTH_AXIS_MAX = 1;

 switch nargin

@@ -30,7 +30,7 @@ end

           for label = 1:size(psth{voxel},2)

               psthData = [];

               for timepoint = 1:size(psth{voxel}{label},2)

-                  psthData = nanmean(psth{voxel}{label})+voxel/100;

+                  psthData = nanmean(psth{voxel}{label}); % +voxel/100; % ???????????

               end

               plot(psthStart:psthEnd,psthData,[colorChooser(voxel), lineStyleChooser(label)]);

           end

@@ -121,4 +121,23 @@ function pst = calculatePST(des,globalStart,baselineStart,baselineEnd,globalEnd,

             end;

         end;

     end;

+    

+    %%%%%%%%%%% new 090109 Axel: "Normalization" for SVM

+    

+%     for zr=1:evntrow

+% %        tmp_max(zr)=max(nanmean(pst{zr}));

+%           tmp_max(zr)=max(max(pst{zr}));

+%           tmp_min(zr)=min(min(pst{zr}));

+%     end;

+% %    pstmax=max(tmp_max);

+% %    pstmin=min(tmp_min);

+%     pstmax=max(abs([tmp_max tmp_min]));

+%     for zr=1:evntrow

+%         pst{zr}=pst{zr}./pstmax-.5;

+% %        pst{zr}=(pst{zr}-pstmin)./(pstmax-pstmin);

+%     end;

+    

+    

+    

+    

 end

\ No newline at end of file

@@ -64,12 +64,12 @@ function spm_SVMCrossVal

     lFramsSize  = createLabel(pPSTH, [firstColumn  fifthRow  0.33*frameWidth controlElementHeight],'SVM Frame Size');

-    model.txtPSTHStart       = createTextField(pPSTH,[secondColumn secondRow 0.25*frameWidth controlElementHeight],'-1.0');

-    model.txtPSTHEnd         = createTextField(pPSTH,[thirdColumn  secondRow 0.25*frameWidth controlElementHeight],' 35.0');

+    model.txtPSTHStart       = createTextField(pPSTH,[secondColumn secondRow 0.25*frameWidth controlElementHeight],'-10.0');

+    model.txtPSTHEnd         = createTextField(pPSTH,[thirdColumn  secondRow 0.25*frameWidth controlElementHeight],' 40.0');

     model.txtBaselineStart   = createTextField(pPSTH,[secondColumn thirdRow  0.25*frameWidth controlElementHeight],'-3.0');

     model.txtBaselineEnd     = createTextField(pPSTH,[thirdColumn  thirdRow  0.25*frameWidth controlElementHeight],'-1.0');

     model.txtFrameShiftStart = createTextField(pPSTH,[secondColumn fourthRow 0.25*frameWidth controlElementHeight],'-5.0');

-    model.txtFrameShiftEnd   = createTextField(pPSTH,[thirdColumn  fourthRow 0.25*frameWidth controlElementHeight],' 45.0');

+    model.txtFrameShiftEnd   = createTextField(pPSTH,[thirdColumn  fourthRow 0.25*frameWidth controlElementHeight],' 35.0');

     model.txtFrameShiftDur   = createTextField(pPSTH,[secondColumn fifthRow  0.25*frameWidth controlElementHeight],' 0');

@@ -81,7 +81,7 @@ function spm_SVMCrossVal

     secondRow   = (nClassRows-4.5)*controlElementHeight;

     lClassDef = createLabel(pCLASS, [firstColumn firstRow  0.66*frameWidth controlElementHeight],'<Label>,<[Event,Event,..]>,<SVM-Value>;');

-    model.txtClassDef = createTextField(pCLASS,[firstColumn secondRow 0.98*frameWidth 4*controlElementHeight],sprintf('<,\t[ 9,11,13],\t-2 ;\n>,\t[10,12,14],\t-1;'));

+    model.txtClassDef = createTextField(pCLASS,[firstColumn secondRow 0.98*frameWidth 4*controlElementHeight],sprintf('DRT,\t[9,10],\t-2 ;\nM2ST,\t[11,12],\t-1;'));

     set(model.txtClassDef,'HorizontalAlignment','left');

     set(model.txtClassDef,'Max',20);

     set(model.txtClassDef,'Min',0);

@@ -96,7 +96,7 @@ function spm_SVMCrossVal

     lVoxelDef = createLabel(pVOXEL, [firstColumn firstRow  0.66*frameWidth controlElementHeight],'<ROI Name>,<ROI Modifier>;');

     model.txtVoxelDef = createTextField(pVOXEL,[firstColumn secondRow 0.98*frameWidth 6*controlElementHeight],...

-        sprintf('M1 l,\t[ 0, 0, 0];\nM1 l,\t[ 1, 0, 0];\nM1 l,\t[ 0, 1, 0];\nM1 l,\t[ 0, 0, 1];\n'));

+        sprintf('SPL l,\t[ 0, 0, 0];\nSPL r,\t[ 0, 0, 0];\n'));

     set(model.txtVoxelDef,'HorizontalAlignment','left');

     set(model.txtVoxelDef,'Max',20);

     set(model.txtVoxelDef,'Min',0);

@@ -106,7 +106,8 @@ function spm_SVMCrossVal

     firstColumn  =  5.00;

     firstRow     =  1.00 * controlElementHeight;

-    model.txtSVMopts = createTextField(pSVM,[firstColumn firstRow  0.66*frameWidth controlElementHeight],'-t 0 -s 0 -v 6');

+    model.txtSVMopts = createTextField(pSVM,[firstColumn firstRow  0.66*frameWidth controlElementHeight],'-s 0 -t 0 -v 6 -c 1');

+    %model.txtSVMopts = createTextField(pSVM,[firstColumn firstRow  0.66*frameWidth controlElementHeight],'-s 0 -t 2 -v 6 -c 10 -g .1');

     set(model.txtSVMopts,'Enable','on'); %inactive

     set(model.txtSVMopts,'HorizontalAlignment','left');