SVMCrossVal.git

private/calculateDecodePerformance.m  1) function outputStruct = calculateDecodePerformance(timeline,subjectStruct,svmopts)

calculateDecodePerformance.m          2) outputStruct = struct;

private/calculateDecodePerformance.m  3) RANDOMIZE_DATAPOINTS = 1;

calculateDecodePerformance.m          4) 

private/calculateDecodePerformance.m  5) 

private/calculateDecodePerformance.m  6) timeLineStart   = timeline.frameShiftStart;
private/calculateDecodePerformance.m  7) timeLineEnd     = timeline.frameShiftEnd;

private/calculateDecodePerformance.m  8) 

private/calculateDecodePerformance.m  9) % for iVoxel = 1:nVoxel
private/calculateDecodePerformance.m 10) %     rawdata = [];
private/calculateDecodePerformance.m 11) %     for iImage = 1:length(extr);
private/calculateDecodePerformance.m 12) %         tmp = extr(iImage);
private/calculateDecodePerformance.m 13) %         rawdata = [rawdata tmp.dat(iVoxel)];
private/calculateDecodePerformance.m 14) %     end
private/calculateDecodePerformance.m 15) %     pst{iVoxel} = calculatePST(timeline,calculatePstOpts,rawdata);
private/calculateDecodePerformance.m 16) % end

private/calculateDecodePerformance.m 17) 

private/calculateDecodePerformance.m 18) timePointArgs.pst           = subjectStruct.pst;
private/calculateDecodePerformance.m 19) timePointArgs.labelMap      = labelMap;

private/calculateDecodePerformance.m 20) timePointArgs.eventList     = eventList;
private/calculateDecodePerformance.m 21) 
private/calculateDecodePerformance.m 22) timePointMatrix = buildTimePointMatrix(timeline,timePointArgs);
private/calculateDecodePerformance.m 23) 
private/calculateDecodePerformance.m 24) decodePerformance = [];
private/calculateDecodePerformance.m 25) for index = 1:timeLineEnd-timeLineStart+1
private/calculateDecodePerformance.m 26) 
private/calculateDecodePerformance.m 27)     svmdata      = timePointMatrix{index}(:,2:size(timePointMatrix{index},2));
private/calculateDecodePerformance.m 28)     svmlabel     = timePointMatrix{index}(:,1);
private/calculateDecodePerformance.m 29) 
private/calculateDecodePerformance.m 30)     if RANDOMIZE_DATAPOINTS
private/calculateDecodePerformance.m 31)         rndindex  = randperm(length(svmlabel));
private/calculateDecodePerformance.m 32)         svmdata   = svmdata(rndindex,:);
private/calculateDecodePerformance.m 33)         svmlabel  = svmlabel(rndindex);
private/calculateDecodePerformance.m 34)     end
private/calculateDecodePerformance.m 35) 

private/calculateDecodePerformance.m 36)     decodePerformance = [decodePerformance; svm_single_crossval(svmlabel,svmdata,svmopts)];
private/calculateDecodePerformance.m 37)     
private/calculateDecodePerformance.m 38)     

private/calculateDecodePerformance.m 39) end
private/calculateDecodePerformance.m 40) 
private/calculateDecodePerformance.m 41) outputStruct.decodePerformance  = decodePerformance;
private/calculateDecodePerformance.m 42) outputStruct.svmdata            = svmdata;
private/calculateDecodePerformance.m 43) outputStruct.svmlabel           = svmlabel;
private/calculateDecodePerformance.m 44) outputStruct.rawTimeCourse      = pst;
private/calculateDecodePerformance.m 45) outputStruct.minPerformance     = minPerformance;
private/calculateDecodePerformance.m 46) outputStruct.maxPerformance     = maxPerformance;

calculateDecodePerformance.m         47) end
calculateDecodePerformance.m         48)