Survival Analysis Using Kaplan-Meier
/*
January 2007. Annie Che <chea@stat.ucla.edu>. UCLA Statistics.
reference for example data and formula:
Modern Applied Statistics with S. Fourth Edition
by W. N. Venables and B. D. Ripley
Note that the first method of hazard calculation is used here (see reference for details).
*/
package edu.ucla.stat.SOCR.analyses.example;
import java.util.HashMap;
import edu.ucla.stat.SOCR.analyses.data.Data;
import edu.ucla.stat.SOCR.analyses.data.DataType;
import edu.ucla.stat.SOCR.analyses.result.SurvivalResult;
public class SurvivalKaplanMeierExample {
public static void main(String args[]) {
double[] time = {1,10,22,7,3,32,12,23,8,22,17,6,2,16,11,34,8,32,12,25,2,11,5,20,4,19,15,6,8,17,23,35,5,6,11,13,4,9,1,6,8,10};
byte[] censor = {1,1,1,1,1,0,1,1,1,1,1,1,1,1,1,0,1,0,1,0,1,0,1,0,1,0,1,1,1,0,1,0,1,1,1,1,1,0,1,0,1,0};
String[] treat = {"control","6-MP","control","6-MP","control","6-MP","control","6-MP", "control","6-MP","control","6-MP","control","6-MP","control","6-MP","control","6-MP", "control","6-MP","control","6-MP","control","6-MP","control","6-MP","control","6-MP", "control","6-MP","control","6-MP","control","6-MP","control","6-MP","control","6-MP", "control","6-MP","control","6-MP"};
try {
Data data = new Data();
SurvivalResult result = (SurvivalResult)data.getSurvivalResult(time, censor, treat);
double[][] survivalTimeArray = result.getSurvivalTime();
double[][] survivalRateArray = result.getSurvivalRate();
double[][] upperCIArray = result.getSurvivalUpperCI();
double[][] lowerCIArray = result.getSurvivalLowerCI();
int[][] atRiskArray = result.getSurvivalAtRisk();
double[][] survivalSEArray = result.getSurvivalSE();
String timeList = result.getSurvivalTimeList();;
double[][] survivalTime = result.getSurvivalTime();
double[][] survivalRate = result.getSurvivalRate();
double[][] upperCI = result.getSurvivalUpperCI();;
double[][] lowerCI = result.getSurvivalLowerCI();
double[][] survivalSE = result.getSurvivalSE();
double[][] censoredTime = result.getCensoredTimeArray();;
double[][] censoredRate = result.getCensoredRateArray();
double[] maxTime = result.getMaxTime();
int[][] atRisk = result.getSurvivalAtRisk();;
String[] groupNames = result.getSurvivalGroupNames();
System.out.println("\n\nSURVIVAL TIME = " + timeList);
System.out.println("\n\nTIME | NUMBER_AT_RISK | RATE | STANDARD_ERROR_OF_RATE | UPPER_CI | LOWER_CI ");
for (int i = 0; i < survivalRate.length; i++) {
System.out.println("\n\nTREATMENT GROUP = " + groupNames[i]+"\n");
for (int j = 0; j < survivalRate[i].length; j++) {
if (upperCI[i][j] == 1) {
System.out.println("\n" + survivalTime[i][j] +"\t" + atRisk[i][j] + "\t" + survivalRate[i][j] +"\t" + survivalSE[i][j] + "\t" + upperCI[i][j]+"\t\t" + lowerCI[i][j]);
} else {
System.out.println("\n" + survivalTime[i][j] +"\t" + atRisk[i][j] + "\t" + survivalRate[i][j] +"\t" + survivalSE[i][j] + "\t" + upperCI[i][j]+"\t" + lowerCI[i][j]);
}
}
}
} catch (Exception e) {
System.out.println(e);
}
}
}
Translate this page:
