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Copy pathNetflix2.java
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56 lines (53 loc) · 1.98 KB
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import java.util.*;
import java.io.*;
public class Netflix2
{
public static void main(String[] args) {
Map<String, Double> cmeans = new HashMap<String, Double>();
AllMean mean = new AllMean("training_set");
try {
FileInputStream fin1 = new FileInputStream("customerMeans.txt");
BufferedReader inFile1 = new BufferedReader(new InputStreamReader(fin1));
String nLine1 = inFile1.readLine();
while (nLine1 != null) {
String[] lineArray = nLine1.split(":");
Double unbiasedMean = Double.parseDouble(lineArray[1]) +
mean.getMean();
cmeans.put(lineArray[0], unbiasedMean);
nLine1 = inFile1.readLine();
}
fin1.close();
FileInputStream fin2 = new FileInputStream("probe.txt");
BufferedReader inFile2 = new BufferedReader(new InputStreamReader(fin2));
FileInputStream fin3 = new FileInputStream("actualRatings.txt");
BufferedReader inFile3 = new BufferedReader(new InputStreamReader(fin3));
ArrayList<Double> predictedRatings = new ArrayList<Double>();
ArrayList<Double> actualRatings = new ArrayList<Double>();
inFile2.readLine();
inFile3.readLine();
String nLine2 = inFile2.readLine();
String nLine3 = inFile3.readLine();
int numValues = 0;
while (nLine2 != null && nLine3 != null) {
if (nLine2.indexOf(":") < 0) {
predictedRatings.add(cmeans.get(nLine2));
actualRatings.add(Double.parseDouble(nLine3));
numValues++;
}
nLine2 = inFile2.readLine();
nLine3 = inFile3.readLine();
}
fin2.close();
fin3.close();
double eTotal = 0;
for (int i = 0; i < predictedRatings.size(); i++) {
double error = predictedRatings.get(i) - actualRatings.get(i);
eTotal += (error * error);
}
double rmse = Math.sqrt(eTotal/numValues);
System.out.println("RMSE=" + rmse);
} catch (IOException e) {
e.printStackTrace();
}
}
}