--- a
+++ b/classification/RUSboost/runEnsembles.m
@@ -0,0 +1,29 @@
+%% Script Description
+% A script that runs both RUSBoosting and plots the final ensemble 
+% error.
+
+
+%% Setup the workspace and load the data
+
+    %clean up the variables and remove from the console window.
+    clear all;
+    clc;
+    close all;
+    
+    addpath('data');
+    %load radiologist's dataset
+    load('large slice radiologists.mat');
+    X = Xlargest;
+    %round the averaged ratings
+    Y = round(Yaverage);
+
+%% Run RUSBoost
+
+    [allModels, allTraining, allTesting] = runRUSBoosting(X,Y);
+
+%% Plot the error for both training the testing
+
+    tic
+    plotEnsError( allModels,allTesting,X,Y,'Testing Accuracy');
+    plotEnsError( allModels,allTraining,X,Y,'Training Accuracy');
+    toc