数据结构 Week 1 --- 从线段树到主席树

线段树的静态区间查询

  • 区间里大于x的最左边的位置:

    看左区间的最大值是否大于x,决定是否往左区间找

  • 区间最大连续和:

    维护区间左连续最大和,右连续最大和,最大连续和

  • 求整个区间中大于k的数之和:

    权值线段树,然后求区间和

  • 区间众数 之 在排好序的数组里查询区间众数的个数:

    维护区间左连续相同数的个数,区间右连续相同数的个数,区间连续相同数的个数

  • 求逆序对:

    从左往右扫,每次ans加上权值线段树里比这个数大的数的个数,然后往权值线段树加上这个数

  • 一个二元数组,即数组里每个数有两种权值,记为权值A 和 权值B,查询n次,每次查询数组里权值A < ci 且权值B > di的数的个数(ci是递增的) :    

     先把数组按权值A排序,然后从左往右扫,每次统计答案后,再把权值B加入到权值线段树里,和求逆序对的做法一样

    注意这样排序做已经是很不错的做法了,如果要更优则需要用树套树这种东西做了,非常麻烦,所以碰到这种问题就老老实实写结构体排序+开一个权值线段树吧

有序区间的区间众数个数代码:

struct NODE {
	int l, r, mid;
	int lc, rc, mc;
}tree[MAXN*4];
void build(int pos, int l, int r) {
	tree[pos].l = l; tree[pos].r = r; tree[pos].mid = l + r >> 1;
	if (l == r) {
		tree[pos].lc = tree[pos].rc = tree[pos].mc = 1;
		return;
	}
	int mid = l + r >> 1;
	build(pos << 1, l, mid);
	build(pos << 1 | 1, mid + 1, r);
	if (a[l] == a[mid + 1]) tree[pos].lc = tree[pos << 1].lc + tree[pos << 1 | 1].lc;
	else tree[pos].lc = tree[pos << 1].lc;
	if (a[mid] == a[r]) tree[pos].rc = tree[pos << 1 | 1].rc + tree[pos << 1].rc;
	else tree[pos].rc = tree[pos << 1 | 1].rc;
	tree[pos].mc = max(tree[pos << 1].mc, tree[pos << 1 | 1].mc);
	if (a[mid] == a[mid + 1]) tree[pos].mc = max(tree[pos].mc, tree[pos << 1].rc + tree[pos << 1 | 1].lc);
}
int Q_l(int pos, int l, int r) {
	if (tree[pos].l == l && tree[pos].r == r) return tree[pos].lc;
	int mid = tree[pos].mid;
	if (r <= mid) return Q_l(pos << 1, l, r);
	else if (l > mid) return Q_l(pos << 1 | 1, l, r);
	else {
		if (a[l] == a[mid + 1]) return Q_l(pos << 1, l, mid) + Q_l(pos << 1 | 1, mid + 1, r);
		else return Q_l(pos << 1, l, mid);
	}
}
int Q_r(int pos, int l, int r) {
	if (tree[pos].l == l && tree[pos].r == r) return tree[pos].rc;
	int mid = tree[pos].mid;
	if (r <= mid) return Q_r(pos << 1, l, r);
	else if (l > mid) return Q_r(pos << 1 | 1, l, r);
	else {
		if (a[mid] == a[r]) return Q_r(pos << 1, l, mid) + Q_r(pos << 1 | 1, mid + 1, r);
		else return Q_r(pos<<1|1,mid+1,r);
	}
}
int Q(int pos, int l, int r) {
	if (tree[pos].l == l && tree[pos].r == r) return tree[pos].mc;
	int mid = tree[pos].mid;
	if (r <= mid) return Q(pos << 1, l, r);
	else if (l > mid) return Q(pos << 1 | 1, l, r);
	else {
		int res = max(Q(pos << 1, l, mid), Q(pos << 1 | 1, mid + 1, r));
		if (a[mid] == a[mid + 1]) res = max(res, Q_r(pos << 1, l, mid) + Q_l(pos << 1 | 1, mid + 1, r));
		return res;
	}
}

  

线段树的区间修改和懒标记

  • 扫描线模板题中维护区间里非0数的个数:

    记录区间被矩形完全覆盖的矩形个数,查询时,如果区间被某个矩形完全覆盖,非0数=区间长度,否则非0数=左区间非0数+右区间非0数

    因为查询都是查询[1,n]区间的非0数,所以不需要懒标记

  • 以函数映射为懒标记的线段树:

    和一般懒标记一样,写码时要小心,lazy_tag别忘了处理

  • 宾馆住户题,找到宾馆里最靠左的有连续x个空房的房间并入住,宾馆区间[x,y]退房:

    维护区间左连续空房数,右连续空房数,最大连续空房数,还有区间修改需要的懒标记

  宾馆住户题代码:

  

#include<iostream>
#include<algorithm>
#include<cstdio>
using namespace std;
const int MAXN = 1e5 + 7;
struct NODE {
	int l, r, mid, len;
	int lazy, lc, rc, mc;
}tree[MAXN * 4];
void build(int pos, int l, int r) {
	tree[pos].l = l; tree[pos].r = r; tree[pos].mid = l + r >> 1; tree[pos].len = r - l + 1;
	tree[pos].lazy = 2;
	tree[pos].lc = tree[pos].rc = tree[pos].mc = tree[pos].len;
	if (l == r) return;
	int mid = l + r >> 1;
	build(pos << 1, l, mid);
	build(pos << 1 | 1, mid + 1, r);
}
void pd(int pos) {
	int lazy = tree[pos].lazy;
	tree[pos << 1].lazy = tree[pos << 1 | 1].lazy = lazy;
	if (lazy == 1) {
		tree[pos << 1].lc = tree[pos << 1].rc = tree[pos << 1].mc = 0;
		tree[pos << 1 | 1].lc = tree[pos << 1 | 1].rc = tree[pos << 1 | 1].mc = 0;
	}
	else {
		tree[pos << 1].lc = tree[pos << 1].rc = tree[pos << 1].mc = tree[pos << 1].len;
		tree[pos << 1 | 1].lc = tree[pos << 1 | 1].rc = tree[pos << 1 | 1].mc = tree[pos << 1 | 1].len;
	}
	tree[pos].lazy = 2;
}
void update(int pos) {
	if (tree[pos << 1].lc == tree[pos<<1].len) tree[pos].lc = tree[pos << 1].len + tree[pos << 1 | 1].lc;
	else tree[pos].lc = tree[pos << 1].lc;
	if (tree[pos << 1 | 1].rc == tree[pos << 1 | 1].len) tree[pos].rc = tree[pos << 1 | 1].len + tree[pos << 1].rc;
	else tree[pos].rc = tree[pos << 1 | 1].rc;
	tree[pos].mc = max(tree[pos << 1].mc, tree[pos << 1 | 1].mc);
	tree[pos].mc = max(tree[pos].mc, tree[pos << 1].rc + tree[pos << 1 | 1].lc);
}
void CHANGE(int pos, int l, int r, int k) {
	if (tree[pos].l == l && tree[pos].r == r) {
		tree[pos].lazy = k;
		if (k) {
			tree[pos].lc = tree[pos].rc = tree[pos].mc = 0;
		}
		else {
			tree[pos].lc = tree[pos].rc = tree[pos].mc = tree[pos].len;
		}
		return;
	}
	if (tree[pos].lazy != 2) pd(pos);
	int mid = tree[pos].mid;
	if (r <= mid) CHANGE(pos << 1, l, r, k);
	else if (l > mid) CHANGE(pos << 1 | 1, l, r, k);
	else {
		CHANGE(pos << 1, l, mid, k);
		CHANGE(pos << 1 | 1, mid + 1, r, k);
	}
	update(pos);
}
int Q(int pos, int x) {
	if (tree[pos].mc < x) return 0;
	if (tree[pos].lazy != 2) pd(pos);
	if (tree[pos << 1].mc >= x) return Q(pos << 1, x);
	if (tree[pos << 1].rc + tree[pos << 1 | 1].lc >= x) return tree[pos << 1].r - tree[pos << 1].rc + 1;
	else return Q(pos << 1|1, x);
}
int main()
{
	int n, m, op, x, y;
	cin >> n >> m;
	build(1, 1, n);
	while (m--) {
		scanf("%d%d", &op, &x);
		if (op == 2) {
			scanf("%d", &y);
			CHANGE(1, x, x + y - 1, 0);
		}
		else {
			int pp = Q(1, x);
			printf("%d
", pp);
			if (pp) CHANGE(1, pp, pp + x - 1, 1);
		}
	}
	return 0;
}

  

 主席树的静态区间查询

  建n个前缀权值线段树,类似前缀和,节点开MAXN*40差不多

  

void modify(int l, int r, int& x, int y, int pos) {
	T[x = ++cnt] = T[y]; T[x].cnt++;
	if (l == r) return;
	int mid = l + r >> 1;
	if (pos <= mid) modify(l, mid, T[x].l, T[y].l, pos);
	else modify(mid + 1, r, T[x].r, T[y].r, pos);
}

  

  查询有些东西的时候就可以把它当权值线段树用

  • 区间第k大

    先求区间里小于等于mid的数的个数,判断在权值线段树的左子树还是右子树查询,l == r时返回  

  • 区间小于等于某个数的所有数之和  

    权值线段树存sum,区间查询

  • 区间众数 之 找区间里出现次数 > len / 2的数

    查询区间即查询第len / 2 + 1大的数,再验证:查询这个数是否出现> len  / 2次

  关于离散化去重操作:

  

vector<int> v;
int getid(int x) { return lower_bound(v.begin(), v.end(), x) - v.begin() + 1; }

int main()
{
	int n, m, x, y, k;
	cin >> n >> m;
	for (int i = 1; i <= n; i++)scanf("%d", &a[i]), v.push_back(a[i]);
	sort(v.begin(), v.end()), v.erase(unique(v.begin(), v.end()), v.end());
	for (int i = 1; i <= n; i++) modify(1, n, root[i], root[i - 1], getid(a[i]));
	//以下可以n = v.size();
	for (int i = 1; i <= m; i++) {
		scanf("%d%d%d", &x, &y, &k);
		printf("%d
", v[Q_k(1, n, root[x - 1], root[y], k) - 1]);
	}
	return 0;
}

  

 动态主席树

  静态主席树是建了一个前缀和权值线段树

  如果有修改操作的话,就要批量修改前缀和权值线段树了

  所以就要用树套权值线段树之类的东西

  这里用树状数组套权值线段树

  查询区间第k大时,两棵前缀和权值线段树相减就变成了log棵树 - log棵树

  节点要开MAXN*400或MAXN*200

  动态第k大模板:

#include<iostream>
#include<algorithm>
#include<cstdio>
#include<vector>
using namespace std;
const int MAXN = 2e5 + 7;
struct NODE {
	int l, r, su;
}T[MAXN * 400];
int a[MAXN];
int root[MAXN];
vector<int>v;
int cnt = 0;
int n, m;
int siz;
int lowbit(int x) { return x & -x; }
int getid(int x) { return lower_bound(v.begin(), v.end(), x) - v.begin() + 1; }
void modify(int l, int r, int& x, int pos,int k) {//对这颗树进行add操作
	if (!x) x = ++cnt;
	T[x].su += k;
	if (l == r) return;
	int mid = l + r >> 1;
	if (pos <= mid) modify(l, mid, T[x].l, pos, k);
	else modify(mid + 1, r, T[x].r, pos, k);
}
void bit_modify(int x, int pos, int k) {//对log棵树进行add,x是树状数组的哪个位置
	for (int i = x; i <= n; i += lowbit(i)) {//树状数组有n个节点
		modify(1, siz, root[i], pos, k);//这个要用root[i]
	}
}
NODE st1[MAXN], st2[MAXN];//存两组树
int tot1, tot2;
int Q_k(int l, int r, int k) {
	if (l == r) return l;
	int res = 0, mid = l + r >> 1;
	for (int i = 1; i <= tot1; i++) res += T[st1[i].l].su;
	for (int i = 1; i <= tot2; i++) res -= T[st2[i].l].su;
	if (res >= k) {
		for (int i = 1; i <= tot1; i++) st1[i] = T[st1[i].l];
		for (int i = 1; i <= tot2; i++) st2[i] = T[st2[i].l];
		return Q_k(l, mid, k);
	}
	else {
		for (int i = 1; i <= tot1; i++) st1[i] = T[st1[i].r];
		for (int i = 1; i <= tot2; i++) st2[i] = T[st2[i].r];
		return Q_k(mid + 1, r, k - res);
	}
}
int pr_Q(int x, int y, int k) {//查询的预处理
	tot1 = tot2 = 0;
	for (int i = y; i; i -= lowbit(i)) {
		st1[++tot1] = T[root[i]];
	}
	for (int i = x; i; i -= lowbit(i)) {
		st2[++tot2] = T[root[i]];
	}
	return Q_k(1, siz, k);
}
struct DT {
	char op;
	int x, y, k;
}dt[MAXN];//操作
int main()
{
	cin >> n >> m;
	for (int i = 1; i <= n; i++) scanf("%d", &a[i]), v.push_back(a[i]);
	char op;
	int x, y, k;
	for (int i = 1; i <= m; i++) {//存操作
		cin >> op >> x >> y;
		dt[i].op = op; dt[i].x = x; dt[i].y = y;
		if (op == 'Q') {
			cin >> k;
			dt[i].k = k;
		}
		else {
			v.push_back(y);//一起给离散化
		}
	}
	sort(v.begin(), v.end()); v.erase(unique(v.begin(), v.end()), v.end());
	siz = v.size();//权值线段树开siz个节点
	for (int i = 1; i <= n; i++) bit_modify(i ,getid(a[i]), 1);
	for (int i = 1; i <= m; i++) {
		x = dt[i].x; y = dt[i].y;
		if (dt[i].op == 'C') {
			bit_modify(x, getid(a[x]), -1);
			a[x] = y;
			bit_modify(x ,getid(a[x]), 1);
		}
		else {
			k = dt[i].k;
			printf("%d
", v[pr_Q(x - 1, y, k) - 1]);
		}
	}
	return 0;
}

  动态逆序对:

  每次删掉一个数,再问整个数组的逆序对变成多少

  计算删掉数后减少的贡献:这个数前比它大的数的个数+这个数后比它小的数,也就是前缀后缀权值线段树的区间查询

  删掉数后,需要改变前缀后缀权值线段树,于是需要树状数组套权值线段树

  

//UVA11990 ``Dynamic'' Inversion
//原题:P3157 [CQOI2011]动态逆序对
//主席树做法

#include<iostream>
#include<algorithm>
#include<cstdio>
using namespace std;
const int MAXN = 2e5 + 7;
int n, m;
int a[MAXN];
int id[MAXN];
int bit[MAXN];
//树状数组
int lowbit(int x) { return x & -x; }
void ADD_BIT(int pos, int k) {
	for (int i = pos; i <= n; i += lowbit(i)) bit[i] += k;
}
int Q_BIT(int pos) {
	int res = 0;
	for (int i = pos; i; i -= lowbit(i)) res += bit[i];
	return res;
}

//动态主席树
int siz;
struct NODE {
	int l, r, su;
}T_pre[MAXN * 200], T_suf[MAXN * 200];
int cnt_pre = 0, cnt_suf = 0;
int root_pre[MAXN], root_suf[MAXN];
void modify_pre(int l, int r, int& x,int pos,int k) {
	if (!x) x = ++cnt_pre;
	T_pre[x].su += k;
	if (l == r) return;
	int mid = l + r >> 1;
	if (pos <= mid) modify_pre(l, mid, T_pre[x].l, pos, k);
	else modify_pre(mid + 1, r, T_pre[x].r, pos, k);
}
void modify_suf(int l, int r, int& x, int pos,int k) {
	if(!x) x = ++cnt_suf;
	T_suf[x].su += k;
	if (l == r) return;
	int mid = l + r >> 1;
	if (pos <= mid) modify_suf(l, mid, T_suf[x].l, pos, k);
	else modify_suf(mid + 1, r, T_suf[x].r, pos, k);
}
void bit_modify_pre(int x, int pos, int k) {
	for (int i = x; i <= n; i += lowbit(i)) modify_pre(1, siz, root_pre[i], pos, k);
}
void bit_modify_suf(int x, int pos, int k) {
	for (int i = x; i <= n; i += lowbit(i)) modify_suf(1, siz, root_suf[i], pos, k);
}
int Q_pre(int l, int r, int x, int tl, int tr) {
	if (l == tl && r == tr) return T_pre[x].su;
	int mid = tl + tr >> 1;
	if (r <= mid) return Q_pre(l, r, T_pre[x].l, tl, mid);
	else if (l > mid) return Q_pre(l, r, T_pre[x].r, mid + 1, tr);
	else return Q_pre(l, mid, T_pre[x].l, tl, mid) + Q_pre(mid + 1, r, T_pre[x].r, mid + 1, tr);
}
int Q_suf(int l, int r, int x, int tl, int tr) {
	if (l == tl && r == tr) return T_suf[x].su;
	int mid = tl + tr >> 1;
	if (r <= mid) return Q_suf(l, r, T_suf[x].l, tl, mid);
	else if (l > mid) return Q_suf(l, r, T_suf[x].r, mid + 1, tr);
	else return Q_suf(l, mid, T_suf[x].l, tl, mid) + Q_suf(mid + 1, r, T_suf[x].r, mid + 1, tr);
}
int bit_Q_pre(int l,int r,int x) {
	int res = 0;
	for (int i = x; i; i -= lowbit(i)) {
		res += Q_pre(l, r, root_pre[i], 1, siz);
	}
	return res;
}
int bit_Q_suf(int l, int r, int x) {
	int res = 0;
	for (int i = x; i; i -= lowbit(i)) res += Q_suf(l, r, root_suf[i], 1, siz);
	return res;
}
int main()
{
	cin >> n >> m;
	long long ans = 0;
	siz = n;
	for (int i = 1; i <= n; i++) scanf("%d", &a[i]), id[a[i]] = i;
	for (int i = 1; i <= n; i++) bit_modify_pre(i, a[i], 1);
	for (int i = n; i; i--) bit_modify_suf(n - i + 1, a[i], 1);
	for (int i = 1; i <= n; i++) {
		ans += Q_BIT(n) - Q_BIT(a[i]);
		ADD_BIT(a[i], 1);
	}
	int x;
	while (m--) {
		scanf("%d", &x);
		printf("%lld
", ans);
		int res = 0;
		if (x < n) res += bit_Q_pre(x + 1, n, id[x]);//主席树是root[x],动态主席树是x
		if (x > 1) res += bit_Q_suf(1, x - 1, n - id[x] + 1);
		ans -= res;
		bit_modify_pre(id[x], x, -1);
		bit_modify_suf(n - id[x] + 1, x, -1);
	}
	return 0;
}

  

  关于P3157 [CQOI2011]动态逆序对,还可以分块做,开100个树状数组

  

#include<iostream>
#include<algorithm>
#include<cstdio>
#include<cstring>
using namespace std;
const int MAXN = 2e5 + 7;
int bit[103][MAXN];
int a[MAXN], b[MAXN];
int n, m;
int id[MAXN];
int cnt = -1;
bool vis[MAXN];
int lowbit(int x) { return x & -x; }
void ADD(int cen, int pos, int k) {
	for (int i = pos; i <= n; i += lowbit(i)) bit[cen][i] += k;
}
int Q(int cen, int pos) {
	int res = 0;
	for (int i = pos; i; i -= lowbit(i)) res += bit[cen][i];
	return res;
}
void ADD_B(int pos, int k) {
	for (int i = pos; i <= n; i += lowbit(i)) b[i] += k;
}
int Q_B(int pos) {
	int res = 0;
	for (int i = pos; i; i -= lowbit(i)) res += b[i];
	return res;
}
int solve(int ct,int pp,int x) {
	int res = 0;
	for (int i = 0; i < ct; i++) res += Q(i, n) - Q(i, x);
	for (int i = ct + 1; i <= cnt; i++) res += Q(i, x);
	for (int i = 1; i < pp; i++) if (!vis[ct * 1000 + i] && a[ct * 1000 + i] > x) res++;
	for (int i = pp + 1; i <= 1000 && i + ct * 1000 <= n; i++) if (!vis[ct * 1000 + i] && a[ct * 1000 + i] < x) res++;
	return res;
}
int main()
{
	while (cin >> n >> m) {
		long long ans = 0;
		cnt = -1;
		memset(bit, 0, sizeof(bit));
		memset(b, 0, sizeof(b));
		memset(vis, false, sizeof(vis));
		for (int i = 1; i <= n; i++) {
			if (i % 1000 == 1) cnt++;
			scanf("%d", &a[i]);
			int pp = i - cnt * 1000;
			ADD(cnt, a[i], 1);
			id[a[i]] = i;
			ans += Q_B(n) - Q_B(a[i]);
			ADD_B(a[i], 1);
		}
		int x;
		while (m--) {
			printf("%lld
", ans);
			scanf("%d", &x);
			int p = id[x];
			int ct = (p - 1) / 1000;
			int pp = p - ct * 1000;
			int res = solve(ct,pp,x);
			ans -= res;
			ADD(ct, x, -1);
			vis[p] = true;
		}
	}
	return 0;
}

  

  

原文地址:https://www.cnblogs.com/ruanbaitql/p/14714614.html