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  1. import java.util.Scanner;
  2.  
  3. import java.lang.Math;
  4.  
  5. class Demo {
  6.  
  7.     // inputs are declared
  8.     private int x[][]=new int[1][2];
  9.     //weights are declared
  10.     private double w[][]=new double[1][2];
  11.     private double temp;
  12.  
  13.     private double z[]=new double[1];
  14.     private double desiredOutput;
  15.     private double actualOutput;
  16.     private double error;
  17.     private double definedValue=0.004;
  18.     private double weightChange[][]=new double[1][2];
  19.     private double learningRate;
  20.     private double epilision=0.000000001;
  21.     private static double zTotal;
  22.  
  23.     public static void main(String[] args) {
  24.     	new Demo().getData();
  25.     }
  26.  
  27.     public void getData(){
  28.     	x[0][0] = 1;
  29.     	w[0][0] = 0.5;
  30.     	x[0][1] = 0;
  31.     	w[0][1] = 0.6;
  32.  
  33.     	desiredOutput = 0;
  34.     	definedValue = 0.002;
  35.     	learningRate = 0.23;
  36.  
  37.         calculate();
  38.  
  39.  
  40.     }
  41.  
  42.     public void calculate(){
  43.  
  44.         for(int j=0;j<x.length;j++){
  45.             for(int i=0; i<w[0].length; i++){
  46.                 temp=0;
  47.                 temp=x[j][i]*w[j][i];
  48.  
  49.  
  50.               z[j]+=temp;
  51.  
  52.             }
  53.             zTotal+=z[j];
  54.             System.out.println("temp value :"+zTotal);
  55.         }   
  56.  
  57.         System.out.println("ztotal "+zTotal);
  58.  
  59.         //double negZ= -zTotal;
  60.  
  61.         double temp2=1+Math.exp(-zTotal);
  62.         actualOutput=1/temp2;
  63.         //actualOutput=1/(1+Math.exp(-zTot));
  64.  
  65.  
  66.         System.out.println("actualOutput "+actualOutput);
  67.  
  68.         if(Math.abs(actualOutput-desiredOutput)>epilision){
  69.  
  70.             calculateError();
  71.         }
  72.         else{
  73.             printWeights();
  74.         }
  75.  
  76.  
  77.  
  78.  
  79.  
  80.  
  81.     }
  82.  
  83.  
  84.     public void calculateError(){
  85.         System.out.println("desired out put :"+desiredOutput+" actual out put :"+actualOutput);
  86.         error=0.5*((desiredOutput-actualOutput)*(desiredOutput-actualOutput));
  87.         System.out.println("error "+error+"\n\n");
  88.  
  89.         //error=0.003;
  90.  
  91.  
  92.  
  93.         checkingCondition();
  94.  
  95.     }
  96.  
  97.     public void checkingCondition(){
  98.  
  99.         if(error<definedValue){
  100.  
  101.             printWeights();
  102.         }
  103.         else{
  104.  
  105.             balanceWeights();
  106.         }
  107.  
  108.     }
  109.  
  110.  
  111.     public void balanceWeights(){
  112.  
  113.         //System.out.println("new Weights are");
  114.         for(int j=0;j<w.length;j++){
  115.  
  116.             for(int i=0;i<w[0].length;i++){
  117.  
  118.                 weightChange[j][i]=(-learningRate)*(desiredOutput-actualOutput)*actualOutput*(1-actualOutput)*x[j][i];
  119.                 System.out.println("weight change "+weightChange[j][i]);
  120.                 w[j][i]+=weightChange[j][i];
  121.  
  122.                 //System.out.print(w[i]+"\t");
  123.             }
  124.  
  125.         }
  126.         calculate();
  127.  
  128.  
  129.  
  130.  
  131.     }
  132.  
  133.     public void printWeights(){
  134.         System.out.print("The balanced weights are: ");
  135.  
  136.  
  137.         for(int j=0;j<x.length;j++){
  138.             for(int i=0;i<x[0].length;i++){
  139.                 System.out.println("Neuron "+j+"Weight of input"+i+"=\t"+w[j][i]);
  140.             }
  141.  
  142.         }
  143.  
  144.  
  145.     }
  146.  
  147.  
  148.  
  149. }
Runtime error #stdin #stdout 0.24s 321152KB
comments (?)
stdin
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Standard input is empty
stdout
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desired out put :0.0 actual out put :0.6224593312018546
error 0.19372780950013005


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te
https://ideone.com/06KyMj
language:
Java (HotSpot 12)
created:
8 years ago
visibility:
public

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