数据挖掘 close算法c++实现
课设作业，文件输入自己建立一个data1.txt就可以用了
代码
// tttt.cpp : 此文件包含 "main" 函数。程序执行将在此处开始并结束。
//
#include "pch.h"
#include
using namespace std;
int x = 0;//Ln计数
ifstream fin;
ofstream fout;
ostream_iterator <string> ostring(cout, " ");
struct fcc
{
set<string> generator;
set<string> closure;
int support;
};
class Close
{
public:
Close(size_t x) :minValue(x) {
};
void getItem();
void findFcc();
void printItem(int x);
bool hasInfrequentSubset(fcc & t);
void printfreqitemL();
private:
vector <set<string>> item;//存储所有最开始的事务及其项
vector<fcc> Kfcc;
vector<vector<fcc>> KKfcc;
vector<vector<set<string>>> FreqItemL;
int minValue;//最小阈值
};
void Close::getItem()//用户输入最初的事务集
{
fin.open("data1.txt");
if (!fin)
{
cout << "can not open the file data.txt" << endl;
exit(1);
}
int n;
fin >> n;
for (int i = 0; i < n; ++i)
{
string str;
set<string> temp;
while (fin >> str && str != ";")
{
temp.insert(str);
}
cout << "第" << i + 1 << "个事务的项集：";
for_each(temp.begin(), temp.end(), [](const string &x) {
cout << x << ' '; });
item.push_back(temp);
cout << endl;
}
cout << "-------------运行结果如下：--------------" << endl;
set<string> t;
for (auto &xx : item)
{
for (auto &x : xx)
{
t.insert(x);
}
}
//生成generator1
for (auto &x : t)
{
fcc temp;
temp.support = 0;
temp.generator.insert(x);
Kfcc.push_back(temp);
}
//生成closure1并计数
for (auto &xx : Kfcc)
{
vector<string> closuretemp;
for (auto &x : item)
{
if (includes(x.begin(), x.end(), xx.generator.begin(), xx.generator.end()))
{
xx.support++;
if (xx.closure.empty())//第一个搜寻目标直接加入closure
{
xx.closure.insert(x.begin(),x.end());
}
else//后面取交集加入closure
{
closuretemp.clear();
set_intersection(x.begin(), x.end(), xx.closure.begin(), xx.closure.end(), back_inserter(closuretemp));
xx.closure.clear();
xx.closure.insert(closuretemp.begin(), closuretemp.end());
}
}
}
}
//删除小于minValue的项集
Kfcc.erase(remove_if(Kfcc.begin(), Kfcc.end(),
[this](fcc &x) {
return x.support < minValue; }),
Kfcc.end());
}
void Close::findFcc()
{
while (true)
{
KKfcc.push_back(Kfcc);
x++;
this->printItem(x);
//项集连接生成generator
vector<fcc> newKfcc;
for (auto i = Kfcc.begin(); i != Kfcc.end(); i++)
{
for (auto j = i + 1; j != Kfcc.end(); j++)
{
bool flag = false;
fcc temp;
temp.generator.clear();
vector<string> t;
set_union(i->generator.begin(), i->generator.end(), j->generator.begin(), j->generator.end(), back_inserter(t));
for (auto &x : newKfcc)//取除重复的项集
{
if ((t.size() == x.generator.size()) && equal(t.begin(), t.end(), x.generator.begin()))
{
flag = true;
break;
}
}
temp.generator.insert(t.begin(), t.end());
temp.support = 0;
t.clear();
if (flag == false
&& temp.generator.size() - 1 == i->generator.size()
&&(//若为真子集则不保存
!includes(i->closure.begin(), i->closure.end(), temp.generator.begin(), temp.generator.end())
|| i->closure.size()==temp.generator.size()
&& equal(i->closure.begin(), i->closure.end(), temp.generator.begin())
)
&& (//若为真子集则不保存
!includes(j->closure.begin(), j->closure.end(), temp.generator.begin(), temp.generator.end())
|| j->closure.size() == temp.generator.size()
&& equal(j->closure.begin(), j->closure.end(), temp.generator.begin())
)
)
if(hasInfrequentSubset(temp))//并且temp没有非频繁子集
newKfcc.push_back(temp);
}
}
//生成closure并计数
for (auto &xx : newKfcc)
{
for (auto &x : item)
{
vector<string> closuretemp;
if (includes(x.begin(), x.end(), xx.generator.begin(), xx.generator.end()))
{
xx.support++;
if (xx.closure.empty())//第一个搜寻目标直接加入closure
{
xx.closure.insert(x.begin(), x.end());
}
else//后面取交集加入closure
{
set_intersection(x.begin(), x.end(), xx.closure.begin(), xx.closure.end(), back_inserter(closuretemp));
xx.closure.clear();
xx.closure.insert(closuretemp.begin(), closuretemp.end());
}
}
}
}
//删除小于minValue的fcc
newKfcc.erase(remove_if(newKfcc.begin(), newKfcc.end(),[this](fcc &x)
{
return x.support < minValue;
}),newKfcc.end());
if (newKfcc.empty())
return;
else
Kfcc = newKfcc;
}
}
bool Close::hasInfrequentSubset(fcc &t)
{
for (int i = 0; i < x + 1; i++)
{
bool flag = false;
list<string> test(t.generator.begin(),t.generator.end());
auto it = test.begin();
advance(it, i);
test.erase(it);
for (auto &x : Kfcc)
{
if (equal(x.generator.begin(), x.generator.end(), test.begin()))
{
flag = true;
break;
}
}
if (!flag)return false;
}
return true;
}
void Close::printItem(int x)
{
cout << "FCC" << x << endl;
for (auto &x : Kfcc)
{
copy(x.generator.begin(), x.generator.end(), ostring);
cout << " ";
copy(x.closure.begin(), x.closure.end(), ostring);
cout << " " << x.support << endl;
}
}
void Close::printfreqitemL()
{
vector<set<string>> FC;
for (auto &xx : KKfcc)
{
for (auto &x : xx)
{
FC.push_back(x.closure);
}
}
sort(FC.begin(), FC.end(), [](set<string> &x, set<string> &y) {
return x.size() < y.size(); });
size_t count = FC[0].size();
FreqItemL.push_back(vector<set<string>>());
for (auto &x : FC)
{
bool flag = false;
if (x.size() != count)
{
FreqItemL.push_back(vector<set<string>>());
count = x.size();
FreqItemL[x.size()-1].push_back(x);
}
else
{
for (auto &xx : FreqItemL[x.size() - 1])
{
if (equal(x.begin(), x.end(), xx.begin()))
flag = true;
}
if(!flag)
FreqItemL[x.size()-1].push_back(x);
}
}
for (auto i = FreqItemL.rbegin(); i != FreqItemL.rend()-1; i++)
{
for (auto &x : *i)
{
for (size_t j = 0; j < x.size(); j++)
{
bool flag = false;
list<string> temp(x.begin(), x.end());
auto it = temp.begin();
advance(it, j);
temp.erase(it);
for (auto &ttt : *(i + 1))
{
if (equal(ttt.begin(), ttt.end(), temp.begin()))
flag = true;
}
if (!flag)
{
set<string> temp1(temp.begin(), temp.end());
(i + 1)->push_back(temp1);
}
}
}
}
for (size_t i=0;i<FreqItemL.size();i++)
{
cout << "L" << i + 1 << endl;
for (auto &x : FreqItemL[i])
{
copy(x.begin(), x.end(), ostring);
cout << endl;
}
}
}
int main()
{
int min;
cout << "请输入最小阈值：";
cin >> min;
Close a(min);
a.getItem();
a.findFcc();
a.printfreqitemL();
}
数据
data1.txt
9
A B E ;
B D ;
B C ;
A B D ;
A C ;
B C ;
A C ;
A B C E ;
A B C ;
data2.txt
ps：阈值设100以上才能快速结束
1000
-apple- -chips- -beer- -chips- -chicken- -chicken- -banana- ;
-hotdog- -chicken- -cookies- -chicken- -chips- -hamburger- -hotdog- -beer- -banana- ;
-chopsticks- -hamburger- -cookies- -hamburger- -fork- -hotdog- -banana- -chips- -beer- ;
-banana- -chips- -apple- -chicken- -banana- -chicken- ;
-chopsticks- -beer- -chicken- -chicken- -fork- -cookies- -cookies- -banana- -beer- ;
-chips- -chicken- -banana- -hotdog- -apple- -chicken- -cookies- -hamburger- -chopsticks- -cookies- ;
-apple- -chopsticks- ;
-chicken- -hotdog- -cookies- -hotdog- -fork- -cookies- -hotdog- -hotdog- ;
-hamburger- -apple- -fork- -hotdog- -chopsticks- -apple- ;
-chicken- -hotdog- -chopsticks- -cookies- -chips- -hotdog- -apple- -fork- -cookies- -beer- ;
-chips- -beer- -fork- -hotdog- -chicken- -beer- -chopsticks- ;
-hamburger- -chopsticks- -cookies- -chopsticks- -cookies- -apple- ;
-chips- -hamburger- -hamburger- -fork- -cookies- -banana- -apple- ;
-fork- -fork- -hamburger- -beer- -beer- ;
-chopsticks- -hamburger- -chopsticks- -cookies- -apple- -banana- -banana- -apple- -chopsticks- ;
-hamburger- -chopsticks- -chopsticks- -banana- -fork- -hotdog- -hotdog- -banana- ;
-fork- -banana- -chicken- -fork- -chicken- -hamburger- ;
-apple- -hamburger- -apple- ;
-chips- -chicken- -beer- -beer- -chopsticks- -hotdog- -chicken- ;
-banana- ;
-chicken- -beer- -hamburger- -hotdog- -hotdog- ;
-cookies- -apple- ;
-beer- -chips- -chopsticks- -chopsticks- -cookies- -fork- -banana- ;
-apple- -cookies- -cookies- -chicken- -fork- -hamburger- -chicken- -apple- -hotdog- ;
-fork- -beer- ;
-hotdog- -chips- -beer- -chips- ;
-apple- -banana- -beer- -cookies- -cookies- -apple- -chips- ;
-hotdog- ;
-fork- ;
-apple- -cookies- -cookies- ;
-hotdog- -beer- -chips- -chips- -banana- -hamburger- -chips- -chips- ;
-hamburger- -chips- -banana- -apple- -chopsticks- -fork- -hotdog- ;
-cookies- -banana- -hotdog- -chips- ;
-hotdog- -chips- -chips- -chopsticks- -hamburger- -chopsticks- -hotdog- -beer- ;
-cookies- -chips- -hamburger- -beer- -chicken- -fork- ;
-chips- -banana- -hamburger- -hamburger- ;
-beer- -cookies- -chopsticks- -apple- -cookies- ;
-hamburger- -hamburger- -chicken- -hotdog- -chicken- -beer- -banana- -beer- -chopsticks- -cookies- ;
-fork- -banana- -chopsticks- -chicken- -chicken- -beer- -chicken- -beer- -chopsticks- ;
-banana- -beer- -chicken- ;
-hotdog- -chips- -chopsticks- -cookies- -apple- ;
-cookies- -chopsticks- ;
-chopsticks- -banana- -chopsticks- -beer- -hamburger- -cookies- -hamburger- -cookies- -hamburger- -chips- ;
-beer- -chips- -beer- -banana- -hamburger- -hamburger- -hamburger- -banana- -chicken- ;
-chips- -hamburger- -beer- -banana- -beer- -hamburger- -fork- -apple- -banana- ;
-fork- -apple- -hamburger- -beer- -apple- ;
-hotdog- -banana- -banana- -hamburger- ;
-apple- -chips- -apple- ;
-hotdog- -banana- ;
-beer- -cookies- -chips- -banana- -cookies- -chips- ;
-chicken- -chips- ;
-chicken- ;
-chips- -chicken- ;
-chips- -hamburger- ;
-apple- -chopsticks- -apple- -hamburger- -chicken- -cookies- -beer- -chicken- -beer- ;
-banana- -hamburger- -chicken- -banana- ;
-chicken- -beer- -hamburger- -apple- -hamburger- -chicken- ;
-chopsticks- -apple- -hamburger- -fork- -cookies- -cookies- ;
-banana- -hamburger- -chips- -hotdog- -cookies- -chicken- -apple- -cookies- -apple- ;
-cookies- -chopsticks- ;
-cookies- -fork- ;
-chicken- -hamburger- ;
-fork- -chips- -chicken- -chicken- -hotdog- ;
-banana- -beer- -hotdog- -chips- -chopsticks- -hamburger- -fork- ;
-hamburger- -fork- -chicken- -chips- -hamburger- ;
-hotdog- -chicken- -cookies- -chips- -beer- -hotdog- -chips- -fork- ;
-cookies- -beer- ;
-chips- -banana- ;
-fork- -beer- -fork- -apple- -hotdog- -apple- -chicken- ;
-hotdog- -hamburger- -chicken- -cookies- -chips- -chopsticks- -beer- -banana- ;
-hamburger- ;
-cookies- -hotdog- -chips- -fork- -chips- -apple- -hotdog- ;
-hamburger- ;
-chicken- -hamburger- -chicken- -hotdog- -apple- -chopsticks- -hotdog- -fork- -hotdog- ;
-apple- -banana- -banana- -hotdog- -chopsticks- -hotdog- -apple- -hotdog- -chips- ;
-fork- -apple- -hamburger- -hamburger- -chopsticks- -apple- ;
-chopsticks- -cookies- -chips- ;
-chopsticks- -chips- ;
-cookies- -banana- ;
-hamburger- -chicken- ;
-apple- -banana- -fork- -hamburger- -cookies- -chopsticks- ;
-beer- -hotdog- -chicken- -fork- -chips- ;
-beer- -chopsticks- -chopsticks- -cookies- -hotdog- -chips- -apple- -banana- -hotdog- ;
-banana- -fork- -apple- -cookies- -cookies- -cookies- ;
-chicken- -cookies- -cookies- -hotdog- -cookies- ;
-cookies- -banana- ;
-chicken- -chopsticks- -banana- -chips- -beer- -cookies- -cookies- ;
-banana- -cookies- -fork- -hamburger- -apple- -fork- -beer- -cookies- -chopsticks- ;
-fork- -chopsticks- -banana- -hotdog- -chips- ;
-cookies- -cookies- -apple- -chips- -fork- -hamburger- -chips- -chopsticks- -hamburger- -fork- ;
-hotdog- -chopsticks- -beer- -cookies- -hamburger- -cookies- -cookies- -banana- ;
-hamburger- -cookies- -cookies- -fork- -chips- -chopsticks- -chicken- -chips- ;
-cookies- -fork- ;
-hamburger- -chopsticks- -chicken- -banana- -banana- -chopsticks- ;
-fork- ;
-hotdog- -hamburger- -chips- -hotdog- -cookies- -apple- -chips- -fork- ;
-hotdog- -apple- -apple- -beer- -apple- -fork- -hotdog- -banana- -chopsticks- -hamburger- ;
-chopsticks- -beer- -chips- -apple- -cookies- ;
-chopsticks- -hotdog- -apple- -banana- -apple- -beer- -banana- -chopsticks- -fork- ;
-cookies- -hamburger- -banana- -chopsticks- -chips- -fork- -chopsticks- ;
-chips- -apple- -cookies- -hotdog- -cookies- -banana- -chopsticks- ;
-cookies- -banana- -hotdog- -fork- -hamburger- -chicken- -chopsticks- -beer- -chicken- -beer- ;
-cookies- -apple- -hamburger- -chips- ;
-apple- ;
-chips- -beer- -cookies- -fork- -banana- ;
-beer- -chips- -chopsticks- -fork- -chips- -chips- -hotdog- -chips- -fork- -hamburger- ;
-hamburger- -beer- -chicken- -chopsticks- -banana- -chicken- ;
-apple- ;
-chips- -chicken- -cookies- -cookies- -cookies- ;
-hamburger- -chips- -hotdog- -apple- -fork- -banana- -hotdog- -hamburger- -apple- ;
-fork- -cookies- -hamburger- -chicken- -cookies- ;
-hamburger- -chicken- -chicken- -hotdog- -fork- -chicken- -cookies- ;
-hotdog- -chicken- -hotdog- -hamburger- -apple- -apple- -apple- -chopsticks- -hotdog- -hotdog- ;
-chips- -apple- -beer- -chips- -beer- -chicken- ;
-apple- -beer- -hotdog- -hotdog- -apple- -fork- -fork- -cookies- ;
-beer- -beer- -fork- -hamburger- -chicken- -apple- -hotdog- ;
-fork- -chopsticks- -beer- -banana- -hamburger- -chicken- -banana- ;
-cookies- -banana- ;
-apple- -chips- -chicken- -hamburger- -cookies- -chopsticks- -cookies- -hotdog- -fork- ;
-chicken- -cookies- -chicken- -hamburger- -chicken- -fork- -apple- ;
-cookies- -chicken- -chips- -chips- -chopsticks- -chips- -hotdog- -cookies- -apple- -banana- ;
-fork- -hotdog- -chips- -hotdog- -chicken- -banana- -banana- -hotdog- -chicken- -beer- ;
-cookies- -hamburger- -fork- ;
-chicken- -banana- -cookies- -apple- ;
-chopsticks- -cookies- -chips- -chicken- -chopsticks- -fork- -chopsticks- -banana- -fork- -chopsticks- ;
-chicken- -fork- -beer- -chips- -banana- ;
-fork- -apple- -hotdog- -hotdog- -chicken- -fork- -hamburger- -beer- -banana- ;
-chicken- ;
-chicken- -apple- -chopsticks- -cookies- -chicken- -cookies- ;
-hotdog- -chips- -hotdog- -fork- -chicken- -hamburger- -chicken- -chopsticks- -hotdog- -chips- ;
-banana- -chips- ;
-fork- -hamburger- -chips- -fork- -banana- -cookies- -cookies- -chips- -beer- ;
-hotdog- -apple- -beer- -apple- ;
-fork- -beer- -hamburger- -hotdog- -chopsticks- ;
-cookies- -banana- ;
-fork- -cookies- -fork- ;
-chips- -chicken- -fork- -cookies- -beer- -fork- -hotdog- -banana- ;
-cookies- -chips- ;
-chips- -hotdog- -banana- -hotdog- -chopsticks- -fork- -hotdog- -chopsticks- -banana- ;
-chopsticks- -banana- -chicken- -beer- ;
-cookies- -hamburger- -beer- ;
-cookies- -chips- -cookies- ;
-cookies- ;
-chicken- -apple- -cookies- -hamburger- -cookies- -chopsticks- ;
-fork- -banana- -chips- -chicken- -chips- ;
-chopsticks- -beer- -apple- ;
-chopsticks- -chips- -chicken- -beer- -fork- -beer- -cookies- -fork- -hamburger- ;
-fork- -fork- -beer- -banana- -hotdog- -apple- -beer- -hamburger- ;
-apple- -apple- -fork- ;
-hamburger- -chips- -fork- -fork- -cookies- -beer- -apple- -cookies- ;
-hamburger- -chicken- -banana- -apple- -cookies- -hamburger- -chips- -banana- -banana- -hotdog- ;
-fork- -fork- -cookies- -hamburger- -chopsticks- -chopsticks- -beer- -chopsticks- ;
-cookies- -chips- -banana- -cookies- -apple- -apple- -apple- -chopsticks- -chicken- ;
-banana- -banana- -chopsticks- -fork- -beer- -apple- -hotdog- -banana- -chopsticks- -chicken- ;
-chicken- -cookies- -hotdog- -apple- -hotdog- -hotdog- ;
-banana- ;
-banana- -cookies- -banana- -fork- -chicken- -chips- ;
-chicken- -fork- -apple- ;
-banana- -chopsticks- -hotdog- -beer- -hamburger- -apple- -beer- -beer- -beer- -hamburger- ;
-banana- ;
-beer- ;
-hamburger- -banana- -hamburger- -apple- -banana- -chicken- -chicken- -chopsticks- ;
-hotdog- -cookies- -hamburger- -hamburger- ;
-apple- -cookies- -banana- -chips- -hotdog- -chopsticks- -apple- ;
-apple- -cookies- -hotdog- -hotdog- -fork- ;
-chicken- -chopsticks- -banana- -chicken- -chopsticks- -apple- -apple- -apple- -apple- -beer- ;
-chips- -banana- ;
-chips- -chopsticks- -banana- -apple- -chopsticks- -chopsticks- -chopsticks- -hotdog- ;
-chips- -cookies- ;
-banana- -chopsticks- -beer- -banana- ;
-chopsticks- -apple- -hamburger- -chips- -hotdog- -hamburger- -chicken- -banana- ;
-hotdog- -apple- -chicken- -banana- -chips- -chicken- -hamburger- -chicken- ;
-hotdog- -hotdog- -banana- -apple- -hotdog- -cookies- -apple- -chicken- -hotdog- -apple- ;
-hamburger- ;
-hamburger- -chicken- -banana- -fork- -apple- ;
-chopsticks- -cookies- -banana- -hotdog- -cookies- -chopsticks- -chicken- -hotdog- -cookies- -banana- ;
-chicken- -fork- -chips- -banana- -cookies- -hotdog- -beer- -chips- -beer- ;
-beer- -fork- -chopsticks- -apple- -hotdog- -banana- -hamburger- ;
-apple- ;
-beer- -hotdog- -hotdog- -chips- -chicken- -cookies- ;
-apple- -beer- ;
-cookies- -beer- -cookies- -hamburger- -beer- -fork- -hotdog- -chips- -fork- ;
-hamburger- -hamburger- -hamburger- -chopsticks- -chicken- -chopsticks- -fork- -banana- ;
-cookies- -apple- -apple- -chips- -hamburger- ;
-cookies- -chips- -chips- -hotdog- ;
-cookies- -cookies- -apple- -fork- -chopsticks- -banana- ;
-cookies- -banana- -beer- -banana- -chicken- -chicken- -cookies- -cookies- ;
-chips- -banana- -cookies- -chicken- -banana- ;
-fork- -hamburger- -hamburger- -apple- -chopsticks- -hotdog- ;
-hamburger- -chips- -apple- -chips- -hamburger- -beer- -chips- -apple- -apple- ;
-fork- -fork- -chicken- -chips- -chopsticks- -chicken- -fork- ;
-banana- -apple- -chopsticks- -chips- ;
-fork- -beer- -hotdog- ;
-cookies- -chicken- -cookies- -beer- -chips- ;
-fork- -hotdog- -fork- -cookies- -chips- -chicken- -hamburger- ;
-fork- -chopsticks- -hotdog- -cookies- -cookies- -chicken- -hotdog- -apple- -beer- ;
-chicken- -chips- -chopsticks- -apple- -cookies- -chopsticks- -chips- ;
-chopsticks- ;
-banana- -hotdog- -apple- -apple- -beer- -chicken- ;
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