Johnson全源最短路

发表于：九月 19, 2020 九月 19, 2020
分类：算法笔记

由于dijkstra不能用于带有负边权的图，而Floyd算法的复杂度又过高，在处理稀疏图时往往耗时较久。

解决的方案是，使在有负边而无负环的情况下，依然可以使用dijkstra算法。

所谓的Johnson算法，其实就是在执行dijkstra算法之前，先执行一边Bellman-ford算法，通过外加一个点，给所有的原点赋一个相对值，这样既可以使负边消失，又如同重力势能一样，只改变相对值，可以在最后计算的时候复原。

需要注意的点：

1.为了使速度更快，我们使用Bellman-ford算法的堆优化版本，即SPFA算法。在判断是否存在负环的同时就能计算出每一点的相对值

2.添加的这个点，将和每一个原点之间连接一条边权为0的有向边，保证了图是连通的，同时，在判断负环时，判断条件所需要的n也要变成n+1看待

给出模板

#include <bits/stdc++.h>
#define maxn 3005
using namespace std;
inline int read() {
    char ch = getchar(); int x = 0, f = 1;
    while(ch < '0' || ch > '9')
    {
        if(ch == '-') f = -1;
        ch = getchar();
    } 
    while('0' <= ch && ch <= '9')
    {
        x = x * 10 + ch - '0';
        ch = getchar();
    } return x * f;
}
typedef pair<long long,int>P;
int n,m;
struct edge
{
    int to;
    long long cost;
};
vector<edge>Q[maxn];
priority_queue<P,vector<P>, greater<P> >G;
long long d[maxn],h[maxn];
queue<int>SF;
int cnt[maxn],v[maxn];
void pre(int s)
{
    fill(d,d+maxn,1000000000);
    d[s]=0;
    G.push(P(0,s));
    while(!G.empty())
    {
        P e=G.top();G.pop();
        int h=e.second;
        if(d[h]<e.first)continue;
        for(int j=0;j<Q[h].size();j++)
        {
            edge y=Q[h][j];
            if(d[y.to]>d[h]+y.cost)
            {
                d[y.to]=d[h]+y.cost;
                G.push(P(d[y.to],y.to));
            }
        }
    }
}
bool check(int k)
{
    fill(h,h+maxn,100000000000000000ll);
    h[k]=0;
    SF.push(k);
    v[k]=1;
    while(!SF.empty())
    {
        int x=SF.front();
        SF.pop();
        v[x]=0;
        for(int i=0;i<Q[x].size();i++)
        {
            int y=Q[x][i].to;
            if(h[y]>h[x]+Q[x][i].cost)
            {
                h[y]=h[x]+Q[x][i].cost;
                cnt[y]=cnt[x]+1;
                if(cnt[y]>n)return false;
                if(!v[y])SF.push(y),v[y]=1;
            }
        }
    }
    return true;
}
int main()
{
    int k;
    n=read(),m=read();
    int u,v;
    long long w;
    for(int i=0;i<m;i++)
    {
        u=read(),v=read(),w=read();
        Q[u].push_back((edge){v,w});
    }
    for(int i=1;i<=n;i++)Q[0].push_back((edge){i,0});
    if(!check(0))
    {
        printf("-1");
        return 0;
    }
    for(int i=1;i<=n;i++)
    {
        for(int j=0;j<Q[i].size();j++)
        {
            Q[i][j].cost+=(h[i]-h[Q[i][j].to]);
        }
    }
    for(int i=1;i<=n;i++)
    {
        pre(i);
        long long ans=0;
        for(int j=1;j<=n;j++)
        {

            if(d[j]==1000000000)ans=ans+j*d[j];
            else ans=ans+j*(d[j]+h[j]-h[i]);
        }
        printf("%lld\n",ans);
    }
}

itandsoon

15 对 “Johnson全源最短路”的想法；

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itandsoon

15 对 “Johnson全源最短路”的想法；

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