--- a
+++ b/classification/bagging/runBagging.m
@@ -0,0 +1,26 @@
+function [ bags ] = runBagging( X,Y,numIterations,minLeafs,rf )
+%RUNBAGGING Summary of this function goes here
+%   Detailed explanation goes here
+
+
+    bags = cell(1,1);
+    
+    options = statset('UseParallel',true);
+    
+    numPrint = numIterations/10;
+
+    for i=1:size(minLeafs,2)
+        disp(strcat('Running leaf parameter: ', num2str(minLeafs(i))));
+        if(rf)
+            bags{i} = TreeBagger(numIterations,X,Y,'Method',...
+            'classification','OOBPred','on','minleaf',minLeafs(i),...
+            'NVarToSample','all','NPrint',numPrint,'Options',options);
+        else
+            bags{i} = TreeBagger(numIterations,X,Y,'Method',...
+            'classification','OOBPred','on','minleaf',minLeafs(i),...
+            'NPrint',numPrint,'Options',options);
+        end
+    end
+
+end
+