PageRank算法C++代码实现标准版

标签：pagerank   算法   c++   数据挖掘   

对于PageRank算法，维基百科和网上很多大牛的博客已经讲得很详细了，这里附上一个自己写的PageRank算法C++实现版本：

/*
* Author: YANG Xiangyu
* The Chinese university of Hong Kong
*/
#include<cstdio>
#include<iostream>
#include<fstream>
#include<cstdlib>
#include<string>
#include<algorithm>
using namespace std;
#define MAX 1000000
struct edge	//define edge
{
	int u;
	int v;
}edge[5200000];

int rednum[MAX]={0};	//to mark a point that if it has been visited, and record a new number
int orinum[MAX]={0};	//to record the original number of the new recorded number
int d[MAX]={0};		//to mark the out degree of the point
double ra[MAX]={0};		//to mark the current rank value of the point
double rb[MAX]={0};		//to mark the updated rank value of the point

int cmp(const int &a, const int &b)
{
	if(ra[rednum[a]]>ra[rednum[b]])return 1;
	return 0;
}
void solve()
{
	ifstream fin("D:\\web-Google.txt");//If TA want to test my code, please take the text 'web-google.txt' to the D disk.
	ofstream fout("D:\\output.txt");
	memset(edge,0,sizeof(edge));
	string s;
	for(int i=0;i<4;++i)
	{getline(fin,s);cout<<s<<endl;}//Read the first four lines of the input file
	int ncnt=0;
	int ecnt=0;
	int cnt=0;
	double eps=0.1;
	double flag;
	int i;
	for(i=0;fin>>edge[i].u>>edge[i].v;++i)//input the two point of each edge
	{	
		if(!rednum[edge[i].u]) //judge the point whether it has been visited 
		{
			rednum[edge[i].u]=ncnt;//redefine the number of current point
			orinum[ncnt++]=edge[i].u;//record the original number of current point
		}
		if(!rednum[edge[i].v]) //judge the point whether it has been visited
		{
			rednum[edge[i].v]=ncnt;//redefine the number of current point
			orinum[ncnt++]=edge[i].v;//record the original number of current point
		}
		d[rednum[edge[i].u]]++;
	}
	ecnt=i;
	printf("%d %d\n",ncnt,ecnt);
	for(i=0;i<ncnt;++i)
		ra[i]=(double)1/ncnt;
	while(eps>0.0000001)//set ε=10^(-7)
	{
		printf("%d %.7lf\n",cnt,eps);
		eps=0;
		cnt++;
		for(int i=0;i<ecnt;++i)
			rb[rednum[edge[i].v]]+=ra[rednum[edge[i].u]]/d[rednum[edge[i].u]]; //first step to initialize the rank value
		for(int i=0;i<ncnt;++i)
		{
			rb[i]=rb[i]*0.8+(0.2*1/ncnt); //add the random jumping coefficient β, and set β=0.8
			eps+=ra[i]>rb[i]?(ra[i]-rb[i]):(rb[i]-ra[i]);//compute the Difference between the old rank value and new rank value, and update the ε
			ra[i]=rb[i];
			rb[i]=0;
		}
	}
	sort(orinum,orinum+ncnt,cmp);//sort the array according to the score
	for(int i=0;i<100;++i)
		fout<<orinum[i]<<' '<<ra[rednum[orinum[i]]]<<endl;
}
int main()
{
	solve();
	return 0;
}

PageRank算法C++代码实现标准版

标签：pagerank   算法   c++   数据挖掘   

原文地址：http://blog.csdn.net/yangxiangyuibm/article/details/39083581