如何修改算法以获得二部图中的所有最大匹配?
How to modify algorithm to get all maximal matchings in bipartite graph?
我使用下面的代码在二分图中找到最大匹配
(我试着添加了一些评论):
#include <iostream>
using namespace std;
// definition of lists elements
//-------------------------------
struct slistEl
{
slistEl * next;
int data;
};
// definition objective type queue
//---------------------------------
class queue
{
private:
slistEl * head;
slistEl * tail;
public:
queue();
~queue();
bool empty(void);
int front(void);
void push(int v);
void pop(void);
};
queue::queue()
{
head = tail = NULL;
}
queue::~queue()
{
while(head) pop();
}
bool queue::empty(void)
{
return !head;
}
int queue::front(void)
{
if(head) return head->data;
else return -10000;
}
void queue::push(int v)
{
slistEl * p = new slistEl;
p->next = NULL;
p->data = v;
if(tail) tail->next = p;
else head = p;
tail = p;
}
void queue::pop(void)
{
if(head)
{
slistEl * p = head;
head = head->next;
if(!head) tail = NULL;
delete p;
}
}
//---------------
// main part
//---------------
queue Q; // queue
int *Color; // colors of vertexes
slistEl **graf; // adjacency array
int **C; // matrix of capacity
int **F; // matrix of nett flow
int *P; // array of prev
int *CFP; // array of residual capacity
int n,m,fmax,cp,v,u,i,j; //
bool esc; //
slistEl *pr, *rr; // pointer for list elements
int main(int argc, char *argv[])
{
// n - number of vertexes
// m - number of edges
cin >> n >> m;
Color = new int [n];
graf = new slistEl * [n];
for(i = 0; i < n; i++)
{
graf[i] = NULL;
Color[i] = 0;
}
C = new int * [n+2];
F = new int * [n+2];
for(i = 0; i <= n + 1; i++)
{
C[i] = new int [n+2];
F[i] = new int [n+2];
for(j = 0; j <= n + 1; j++)
{
C[i][j] = 0;
F[i][j] = 0;
}
}
P = new int [n+2];
CFP = new int [n+2];
// reading edges definition and adding to adjacency list
for(i = 0; i < m; i++)
{
cin >> v >> u;
pr = new slistEl;
pr->data = u;
pr->next = graf[v];
graf[v] = pr;
pr = new slistEl;
pr->data = v;
pr->next = graf[u];
graf[u] = pr;
}
for(i = 0; i < n; i++){
cin>> Color[i];
}
for(i = 0; i < n; i++)
if(Color[i] == -1)
{
for(pr = graf[i]; pr; pr = pr -> next) // neighbours of blue
C[i][pr->data] = 1; // capacity to red
C[n][i] = 1; // capacity to source
}
else C[i][n+1] = 1; // capacity edges to outfall
//** Edmonds-Karp algorithm **
fmax = 0;
while(true)
{
for(i = 0; i <= n + 1; i++) P[i] = -1;
P[n] = -2;
CFP[n] = MAXINT;
while(!Q.empty()) Q.pop();
Q.push(n);
esc = false;
while(!Q.empty())
{
v = Q.front(); Q.pop();
for(u = 0; u <= n + 1; u++)
{
cp = C[v][u] - F[v][u];
if(cp && (P[u] == -1))
{
P[u] = v;
if(CFP[v] > cp) CFP[u] = cp; else CFP[u] = CFP[v];
if(u == n+1)
{
fmax += CFP[n+1];
i = u;
while(i != n)
{
v = P[i];
F[v][i] += CFP[n+1];
F[i][v] -= CFP[n+1];
i = v;
}
esc = true; break;
}
Q.push(u);
}
}
if(esc) break;
}
if(!esc) break;
}
// showing reuslts
if(fmax > 0)
for(v = 0; v < n; v++)
for(u = 0; u < n; u++)
if((C[v][u] == 1) && (F[v][u] == 1))
cout << v << " - " << u << endl;
cout << endl;
// cleaning
delete [] Color;
for(i = 0; i < n; i++)
{
pr = graf[i];
while(pr)
{
rr = pr;
pr = pr->next;
delete rr;
}
}
delete [] graf;
for(i = 0; i <= n + 1; i++)
{
delete [] C[i];
delete [] F[i];
}
delete [] C;
delete [] F;
delete [] P;
delete [] CFP;
return 0;
}
它returns只有一个最大匹配。例如数据:
6 7
0 3 0 5
1 3 1 4 1 5
2 3 2 5
1 1 1 -1 -1 -1
但是有更多的最大匹配。
我不知道,我应该如何修改它才能获得所有结果,我想请人帮忙。提前谢谢你。
该算法只对获得最大匹配有效。
如果你想要所有最大匹配,你必须考虑任何匹配都是最大匹配的情况。在那种情况下,你有 N!可能性。
由于您需要访问所有解决方案,因此您的复杂度至少为 O(N!)。因此,忘记你的代码,你可以使用递归算法尝试所有可能的匹配,并保留你得到的最大匹配集。
我使用下面的代码在二分图中找到最大匹配 (我试着添加了一些评论):
#include <iostream>
using namespace std;
// definition of lists elements
//-------------------------------
struct slistEl
{
slistEl * next;
int data;
};
// definition objective type queue
//---------------------------------
class queue
{
private:
slistEl * head;
slistEl * tail;
public:
queue();
~queue();
bool empty(void);
int front(void);
void push(int v);
void pop(void);
};
queue::queue()
{
head = tail = NULL;
}
queue::~queue()
{
while(head) pop();
}
bool queue::empty(void)
{
return !head;
}
int queue::front(void)
{
if(head) return head->data;
else return -10000;
}
void queue::push(int v)
{
slistEl * p = new slistEl;
p->next = NULL;
p->data = v;
if(tail) tail->next = p;
else head = p;
tail = p;
}
void queue::pop(void)
{
if(head)
{
slistEl * p = head;
head = head->next;
if(!head) tail = NULL;
delete p;
}
}
//---------------
// main part
//---------------
queue Q; // queue
int *Color; // colors of vertexes
slistEl **graf; // adjacency array
int **C; // matrix of capacity
int **F; // matrix of nett flow
int *P; // array of prev
int *CFP; // array of residual capacity
int n,m,fmax,cp,v,u,i,j; //
bool esc; //
slistEl *pr, *rr; // pointer for list elements
int main(int argc, char *argv[])
{
// n - number of vertexes
// m - number of edges
cin >> n >> m;
Color = new int [n];
graf = new slistEl * [n];
for(i = 0; i < n; i++)
{
graf[i] = NULL;
Color[i] = 0;
}
C = new int * [n+2];
F = new int * [n+2];
for(i = 0; i <= n + 1; i++)
{
C[i] = new int [n+2];
F[i] = new int [n+2];
for(j = 0; j <= n + 1; j++)
{
C[i][j] = 0;
F[i][j] = 0;
}
}
P = new int [n+2];
CFP = new int [n+2];
// reading edges definition and adding to adjacency list
for(i = 0; i < m; i++)
{
cin >> v >> u;
pr = new slistEl;
pr->data = u;
pr->next = graf[v];
graf[v] = pr;
pr = new slistEl;
pr->data = v;
pr->next = graf[u];
graf[u] = pr;
}
for(i = 0; i < n; i++){
cin>> Color[i];
}
for(i = 0; i < n; i++)
if(Color[i] == -1)
{
for(pr = graf[i]; pr; pr = pr -> next) // neighbours of blue
C[i][pr->data] = 1; // capacity to red
C[n][i] = 1; // capacity to source
}
else C[i][n+1] = 1; // capacity edges to outfall
//** Edmonds-Karp algorithm **
fmax = 0;
while(true)
{
for(i = 0; i <= n + 1; i++) P[i] = -1;
P[n] = -2;
CFP[n] = MAXINT;
while(!Q.empty()) Q.pop();
Q.push(n);
esc = false;
while(!Q.empty())
{
v = Q.front(); Q.pop();
for(u = 0; u <= n + 1; u++)
{
cp = C[v][u] - F[v][u];
if(cp && (P[u] == -1))
{
P[u] = v;
if(CFP[v] > cp) CFP[u] = cp; else CFP[u] = CFP[v];
if(u == n+1)
{
fmax += CFP[n+1];
i = u;
while(i != n)
{
v = P[i];
F[v][i] += CFP[n+1];
F[i][v] -= CFP[n+1];
i = v;
}
esc = true; break;
}
Q.push(u);
}
}
if(esc) break;
}
if(!esc) break;
}
// showing reuslts
if(fmax > 0)
for(v = 0; v < n; v++)
for(u = 0; u < n; u++)
if((C[v][u] == 1) && (F[v][u] == 1))
cout << v << " - " << u << endl;
cout << endl;
// cleaning
delete [] Color;
for(i = 0; i < n; i++)
{
pr = graf[i];
while(pr)
{
rr = pr;
pr = pr->next;
delete rr;
}
}
delete [] graf;
for(i = 0; i <= n + 1; i++)
{
delete [] C[i];
delete [] F[i];
}
delete [] C;
delete [] F;
delete [] P;
delete [] CFP;
return 0;
}
它returns只有一个最大匹配。例如数据:
6 7
0 3 0 5
1 3 1 4 1 5
2 3 2 5
1 1 1 -1 -1 -1
但是有更多的最大匹配。
我不知道,我应该如何修改它才能获得所有结果,我想请人帮忙。提前谢谢你。
该算法只对获得最大匹配有效。
如果你想要所有最大匹配,你必须考虑任何匹配都是最大匹配的情况。在那种情况下,你有 N!可能性。
由于您需要访问所有解决方案,因此您的复杂度至少为 O(N!)。因此,忘记你的代码,你可以使用递归算法尝试所有可能的匹配,并保留你得到的最大匹配集。