浅谈01分数规划

我扔:https://www.luogu.org/problemnew/show/P1642

这题是一道很好的01分数规划的入门题

为啥叫做01分数规划呢?

首先和01有什么关系?

这类问题一般是给定一堆 a [ i ] a[i] a[i] b [ i ] b[i] b[i] ,然后如果选了 a [ i ] a[i] a[i]就必须选 b [ i ] b[i] b[i] 感性理解一下, 就是比如说选第i个物品会有 a [ i ] a[i] a[i]的收益,但是有 b [ i ] b[i] b[i]的花费, 求 选 出 来 的 a [ i ] 选 出 来 的 b [ i ] \frac{选出来的a[i]}{选出来的b[i]} b[i]a[i] 最大。
于是就可以多定义一个 x [ 1... n ] x[1...n] x[1...n] 数组, x [ i ] x[i] x[i] 为0或1表示选或不选,则对于每种 x [ 1... n ] x[1...n] x[1...n]的答案可以表示为

∑ a [ i ] × x [ i ] b [ i ] × x [ i ] \sum {\frac{a[i] \times x[i]}{b[i] \times x[i]}} b[i]×x[i]a[i]×x[i]

那么这类问题称为01分数规划问题

那怎么做呢?

假设答案为
A N S = ∑ a [ i ] × x [ i ] b [ i ] × x [ i ] ANS = \sum {\frac{a[i] \times x[i]}{b[i] \times x[i]}} ANS=b[i]×x[i]a[i]×x[i]
A N S × ∑ b [ i ] × x [ i ] = ∑ a [ i ] × x [ i ] ANS \times \sum {b[i] \times x[i]} = \sum {a[i] \times x[i]} ANS×b[i]×x[i]=a[i]×x[i]
∑ a [ i ] × x [ i ] − A N S × ∑ b [ i ] × x [ i ] = 0 \sum {a[i] \times x[i]} - ANS \times \sum {b[i] \times x[i]} = 0 a[i]×x[i]ANS×b[i]×x[i]=0
x [ i ] × ∑ ( a [ i ] − A N S × b [ i ] ) = 0 x[i] \times \sum ({a[i] - ANS \times b[i]}) = 0 x[i]×(a[i]ANS×b[i])=0
d [ i ] = a [ i ] − A N S × b [ i ] d[i] = a[i] - ANS \times b[i] d[i]=a[i]ANS×b[i]
通常是规定了选几个,所以只需要按照 d [ i ] d[i] d[i]的大小来选就可以了,

那ANS呢?

直接二分啊!!!
此题代码:

#include<bits/stdc++.h>
#define N 1000005
#define INF 23333333
using namespace std;
const double eps = 0.000001;
struct edge{	
	int v, nxt;
}e[N];
int p[N], eid;
void init(){
	memset(p, -1, sizeof p);
	eid = 0;
}
void insert(int u, int v){
	e[eid].v = v;
	e[eid].nxt = p[u];
	p[u] = eid ++;
}
double f[105][105], d[105];
int vis[105], size[105], n, m, a[105], b[105];
void dfs(int x){//简单的树dp, f[i][j]表示第 i 个点, 选 j 个的方案数, 其中 i 必须选 
	vis[x] = 1; size[x] = 1;
	f[x][1] = d[x];f[x][0] = 0;
	for(int i = p[x]; i + 1; i = e[i].nxt){
		int v = e[i].v;
		if(vis[v]) continue;
		dfs(v); size[x] += size[v];
		for(int j = min(m, size[x]); j >= 1; j --){
			for(int k = 0; k < j; k ++){
				f[x][j] = max(f[x][j], f[x][j - k] + f[v][k]);
			}
		}
	}
}
int check(double x){
	for(int i = 1; i <= n; i ++) d[i] = a[i] * 1.0 - b[i] * 1.0 * x, vis[i] = 0, size[i] = 0; //求 d[i] 
	for(int i = 1; i <= n; i ++)
		for(int j = 0; j <= m; j ++) f[i][j] = -INF;
	dfs(1);
	for(int i = 1; i <= n; i ++){
		if(f[i][m] > -eps) return 1; //如果有满足要求的就退出 
	}
	return 0;
}
int main(){
	init();
	scanf("%d%d", &n, &m);
	for(int i = 1; i <= n; i ++) scanf("%d", &a[i]);
	for(int i = 1; i <= n; i ++) scanf("%d", &b[i]);
	m = n - m;
	for(int i = 1; i < n; i ++){
		int u, v;
		scanf("%d%d", &u, &v);
		insert(u, v);
		insert(v, u);
	}	
	double l = 0, r = 100000;
	while(l + eps < r){ //二分答案 
		double mid = (l + r) * 1.0 / 2.0;
		if(check(mid)) l = mid;
		else r = mid;
	}
	printf("%.1f", l);
	return 0;
}

emmmmmm……
再推荐几道入门题(前两题转换为求01分数规划判断负环即可):
https://www.luogu.org/problemnew/show/P1768
https://www.luogu.org/problemnew/show/P2868
https://www.luogu.org/problemnew/show/P1730 (暴力SPFA预处理答案)

posted @ 2019-01-02 12:20  lahlah  阅读(40)  评论(0编辑  收藏  举报