Saturday, May 22, 2010

Maximum Matching (DFS)


Maximum bipartite matching in a bipartite graph


Although Hopcroft Karp is faster and smarter, this one is pretty simple to code specially in contest time and when the graph is relatively smaller. It uses a DFS subroutine to cut and establish matching and thus produces a maximum matching. This version of BPM takes the adjacency list of left side of the bipartite graph and updates the Left[] and Right[] arrays with their respective matches.

Here, in the DFS subroutine, there are two for loops, where, the first one checks for yet unestablished connections, and the second one is the recursive DFS step. These two steps could be written in a single loop and the condition modified as "( Right[v]==-1 || dfs(Right[v]) )", actually separating them increases performance by some factors, because, first time it checks all the unmatched nodes before going into DFS.

A sample C++ implementation:

#define SET(x) memset(x, -1, sizeof(x))
#define CLR(x) memset(x, 0, sizeof(x))
#define MAX 100

vector < int > edges[MAX];
bool visited[MAX];
int Left[MAX], Right[MAX];

bool dfs(int u) {
if(visited[u]) return false;
visited[u] = true;
int len = edges[u].size(), i, v;
for(i=0; i<len; i++) {
v = edges[u][i];
if(Right[v]==-1) {
Right[v] = u, Left[u] = v;
return true;
}
}
for(i=0; i<len; i++) {
v = edges[u][i];
if(dfs(Right[v])) {
Right[v] = u, Left[u] = v;
return true;
}
}
return false;
}

int match() {
SET(Left);
SET(Right);
int i, ret = 0;
bool done;
do {
done = true;
CLR(visited);
for(i=0; i<MAX; i++) {
if(Left[i]==-1 && dfs(i)) {
done = false;
}
}
} while(!done);
for(i=0; i<MAX; i++) ret += (Left[i]!=-1);
return ret;
}

Notes: Here, edges[MAX] is the left side adjacency list, implemented with vector, Left[MAX] and Right[MAX] holds the matching and the procedure match() returns maximum matching. Pretty straight forward.

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