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MainTask1.cpp
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169 lines (157 loc) · 3.39 KB
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#include <iostream>
#include <cmath>
#include <string>
#include <map>
#include <algorithm>
#include <fstream>
#include <vector>
#include <iterator>
using namespace std;
//P1.bubble sort
void swap(double &a, double &b){
double temp=b;
b=a;
a=temp;
}
int bubble(vector<double>& v){
int countswap=0;
for(unsigned int i=0;i<v.size()-1;i++){
for(int j=0;j<v.size()-1-i;j++){
if(v[j]>v[j+1]){
swap(v[j],v[j+1]);
countswap++;
}
}
}
return countswap;
}
//P2. Boxmuller
double boxmuller(){
const double pi=4*atan(1.0);
double u1=rand()/static_cast<double>(RAND_MAX);
double u2=rand()/static_cast<double>(RAND_MAX);
while(u2<1e-15){
u2=rand()/static_cast<double>(RAND_MAX);
}
double x=sqrt(-2*log(u2))*cos(2*pi*u1);
double y=sqrt(-2*log(u2))*sin(2*pi*u1);
return x;
}
//P2. Monte Carlo
class RV{
public:
virtual double generate()=0;
virtual double pdf(const double&)=0;
virtual double cdf(const double&)=0;
virtual ~RV(){}
};
class uniform: public RV{
double a,b;
public:
uniform(double aa=0,double bb=1):a(aa),b(bb){}
double generate(){
return a+(b-a)*(rand()/static_cast<double>(RAND_MAX));
}
double pdf(const double& x){
if(x<a)
return 0;
else if(x>b)
return 0;
else
return (double)1/(b-a);
}
double cdf(const double& x){
if(x<a) return 0;
else if(x>=b)
return 1;
else{
return (x-a)/(b-a);
}
}
};
class normal: public RV{
double mu,sigma;
public:
normal(double mmu=0,double vol=1):mu(mmu),sigma(vol){}
double generate(){
return mu+sigma*boxmuller();
}
double pdf(const double& x){
const double pi=4*atan(1.0);
return 1/(sqrt(2*pi)*sigma)*exp(-(x-mu)*(x-mu)/(2*sigma*sigma));
}
double cdf(const double& x){
return 0;
}
};
double mtuni(double a,double b,int N,vector<double>& stats){
double res=0;
uniform rv(a,b);
vector<double> monte;
for(int i=0;i<N;i++){
double temp=(b-a)*sin(rv.generate());
res+=temp/N;
monte.push_back(temp);
}
double var=0;
for(int i=0;i<N;i++){
var+=(monte[i]-res)*(monte[i]-res)/N;
}
stats.push_back(res);
stats.push_back(var);
return res;
}
double mtnormal(double mu,double sigma,int N,vector<double>& stats){
double res=0;
normal rv(mu,sigma);
vector<double> monte;
for(int i=0;i<N;i++){
double num=rv.generate();
double temp=sin(num)/rv.pdf(num)*(num<4*atan(1.0)&&num>0);
res+=temp/N;
monte.push_back(temp);
}
double var=0;
for(int i=0;i<N;i++){
var+=(monte[i]-res)*(monte[i]-res)/N;
}
stats.push_back(res);
stats.push_back(var);
return res;
}
int main(){
//P1
vector<double> list;
ifstream fin("data.txt");
double num;
if(!fin.is_open()){ cout<<"No such file"<<endl; return -1;}
while(fin>>num){
list.push_back(num);
}
fin.close();
cout<<bubble(list)<<endl;
//copy(list.begin(),list.end(),ostream_iterator<double>(cout," "));
//output the result into a file called sorted.txt
ofstream fout("sorted.txt");
double outnum;
if(!fout.is_open()){cout<<"No such file"<<endl; return -1;}
for(unsigned int i=0;i<list.size();i++){
fout<<list[i]<<" ";
}
fout<<endl;
fout.close();
//P2
const double pi=4*atan(1.0);
vector<double> statsuni;
cout<<"U[0,Pi]:"<<endl;
mtuni(0,pi,1000,statsuni);
cout<<statsuni[0]<<","<<statsuni[1]<<endl;
vector<double> statsnorm;
cout<<"N(0,1):"<<endl;
mtnormal(0,1,1000,statsnorm);
cout<<statsnorm[0]<<","<<statsnorm[1]<<endl;
statsnorm.clear();
cout<<"N(Pi/2,1):"<<endl;
mtnormal(pi/2,1,1000,statsnorm);
cout<<statsnorm[0]<<","<<statsnorm[1]<<endl;
}