package vb;
import tool.*;
public class pro {
int[] point=new int[31];
int s,number,datanumber;
double mu,sig;
double[] p=new double[31];
double[] delta=new double[50001];
String[] data=new String[600];
public static void main(String[] args) {
pro t=new pro();
}
pro(){
readfile sub2=new readfile();
sub2.makedata("data.csv","UTF-8");
data=sub2.data;
datanumber=sub2.datanumber;
for(s=2;s<datanumber+1;s++){
data[s]=rev_csv(data[s]);
String[] x=data[s].split(",");
point[s-1]=num_int(x[1]);
}
number=20;
int p2=0;
for(s=1;s<number+1;s++){
p2=p2+point[s];
}
datanumber=p2;
mu=7;
sig=8;
int mode=0;
while(mode<1000){
for(s=1;s<number+1;s++){
p[s]=f(s,mu,sig);
}
double p1=0;
for(s=1;s<number+1;s++){
p1=p1+p[s];
}
for(s=1;s<number+1;s++){
p[s]=p[s]/p1;
}
double e1=0;
for(s=1;s<number+1;s++){
e1=e1+(point[s]-datanumber*p[s])*(point[s]-datanumber*p[s])/p[s];
}
double h=0.1;
for(s=1;s<number+1;s++){
p[s]=f(s,mu+h,sig);
}
p1=0;
for(s=1;s<number+1;s++){
p1=p1+p[s];
}
for(s=1;s<number+1;s++){
p[s]=p[s]/p1;
}
double e2=0;
for(s=1;s<number+1;s++){
e2=e2+(point[s]-datanumber*p[s])*(point[s]-datanumber*p[s])/p[s];
}
for(s=1;s<number+1;s++){
p[s]=f(s,mu,sig+h);
}
p1=0;
for(s=1;s<number+1;s++){
p1=p1+p[s];
}
for(s=1;s<number+1;s++){
p[s]=p[s]/p1;
}
double e3=0;
for(s=1;s<number+1;s++){
e3=e3+(point[s]-datanumber*p[s])*(point[s]-datanumber*p[s])/p[s];
}
double du=-0.01*e1;
double dmu=(e2-e1)/h;
double dsig=(e3-e1)/h;
double t=du/(dmu*dmu+dsig*dsig);
for(s=1;s<number+1;s++){
p[s]=f(s,mu+dmu*t,sig+dsig*t);
}
p1=0;
for(s=1;s<number+1;s++){
p1=p1+p[s];
}
for(s=1;s<number+1;s++){
p[s]=p[s]/p1;
}
double e4=0;
for(s=1;s<number+1;s++){
e4=e4+(point[s]-datanumber*p[s])*(point[s]-datanumber*p[s])/p[s];
}
if(e4<e1){
mu=mu+dmu*t;
sig=sig+dsig*t;
}
if(e1<e4)mode=10000;
mode=mode+1;
}
System.out.println(mu+","+sig);
}
int num_int(String str){
int nx;
nx=0;
try{
nx=Integer.parseInt(str);
}catch (Exception e) {}
return nx;
}
String rev_csv(String str){
String str5=str;
int px=str5.indexOf("\"");
while(px>-1){
str5=rev(str5);
px=str5.indexOf("\"");
}
return str5;
}
String rev(String str){
int p1=str.indexOf("\"");
int p2=str.indexOf("\"",p1+1);
String str1=str.substring(0,p1);
String str2=str.substring(p1+1,p2);
String str3=str.substring(p2+1,str.length());
str2=str2.replace(",","");
return str1+str2+str3;
}
int randx(){
int s;
double[] px=new double[100];
px[1]=p[1];
for(s=2;s<number+1;s++){
px[s]=px[s-1]+p[s];
}
double m1=Math.random();
int nn=1;
for(s=1;s<number;s++){
if(m1>px[s])nn=s;
}
return nn;
}
double f(double x,double mu,double sig){
double pi,f1,f2;
pi=Math.PI;
f2=Math.sqrt(2*pi*sig*sig);
f1=-(x-mu)*(x-mu)/(2*sig*sig);
return Math.exp(f1)/f2;
}
}
最終更新:2016年12月12日 13:08