My learning note on AGC061C based on Little09's (Simplified) Chinese Blog

Правка en27, от CristianoPenaldo, 2023-02-15 15:51:47

I admit that AGC061C is too hard for me, and I don't even understand its official editorial. Today I see a Luogu blog with a very clear idea on this problem. I learn a lot from it, and I would like to share it to you. The writer of this blog is possibly Little09, but I am not quite sure.

Part1: Problem Statement and Constraints

There are $$$N$$$ customers named $$$1$$$, ..., $$$N$$$ visiting a shop. Customer $$$i$$$ arrives at time $$$A_i$$$ and leaves at time $$$B_i$$$ The queue order is first in first out, so $$$A_i$$$ and $$$B_i$$$ are both increasing. Additionally, all $$$A_i$$$ and $$$B_i$$$ are pairwise distinct.

At the entrance, there's a list of visitors to put their names in. Each customer will write down their name next in the list exactly once, either when they arrive or when they leave. How many different orders of names can there be in the end? Find the count modulo $$$998244353$$$.

Constraints:

$$$\cdot 1 \leq N \leq 500000$$$.

$$$\cdot 1 \leq A_i \leq B_i \leq 2N$$$.

$$$\cdot A_i < A_{i+1}\,(1 \leq i \leq N-1)$$$.

$$$\cdot B_i < B_{i+1}\,(1 \leq i \leq N-1)$$$.

$$$\cdot A_i \neq B_j \,(i \neq j)$$$

$$$\cdot \text{All values in the input are integers}$$$.

Part2: Idea in the blog

Consider two dynamic programming tables named $$$f$$$ and $$$g$$$ ($$$dp$$$ in the original blog). The blog computes $$$f,\,g$$$ in the reverse order. Formally,

$$$f(i) (1 \leq i \leq n)$$$: The number of permutations when we have already considered persons $$$i,\,i+1,\,...,\,n$$$.

$$$g(i) (1 \leq i \leq n)$$$: The number of permutations when we have already considered persons $$$i,\,i+1,\,...,\,n$$$, and the person $$$i$$$ is forced to sign her (or his) name on $$$B_i$$$.

The blog defines $$$c(i)$$$ as:

$$$c(i) := max\{j|A_j < B_i\}$$$. (1)

Obviously $$$i \in \{j|A_j < B_i\}$$$ and $$$c(i) \geq i$$$.

First, we consider $$$f(i)$$$. If $$$i$$$ signs on $$$A_i$$$, then no matter when $$$i+1,\,i+2,\,...\,n$$$ sign their name, $$$i$$$ is always placed in front of them. It is a bijection, given a permutation $$$p$$$ of $$$[i+1,\,i+2\,...\,n]$$$, just add $$$i$$$ in front of $$$p$$$. The number of distinct permutations when $$$i$$$ signs on $$$A_i$$$ is just $$$f(i+1)$$$. If $$$i$$$ signs on $$$B_i$$$, then $$$i$$$ must not be placed the first, otherwise it is overlapped with a situation where $$$i$$$ signs on $$$A_i$$$. Now we consider the number of permutations that $$$i$$$ is placed the first among $$$\{i,\,i+1,\,...,\,n\}$$$. In this case ($$$i$$$ is the first), $$$x \in \{i+1,\,i+2\,...,\,c(i)\}$$$ should all sign on $$$B_x$$$ because $$$A_x < B_i$$$ (according to the definition of $$$c$$$ in Eq.(1)), and the choices of $$$x \in \{c(i)+1,\,...,\,n\}$$$ are not important. The number of the permutations that $$$i$$$ signs on $$$B_i$$$ and $$$i$$$ is placed the first among $$$\{i,\,i+1,\,...,\,n\}$$$ is $$$g(c(i))$$$, because $$$c(i)$$$ must chooses $$$B_{c(i)}$$$ and $$$\{c(i)+1,\,j+2\,...,\,n\}$$$ can choose freely. Therefore, the situation where $$$i$$$ signed on $$$B_i$$$ contributes $$$g(i) - g(c(i))$$$ to $$$f(i)$$$. $$$f(i)$$$ depends on $$$g$$$:

$$$f(i) = f(i+1) + g(i) - g(c(i))$$$. (2)

Second, we consider $$$g(i)$$$. To count $$$g(i)$$$, an important idea is to divide it into non-overlapping cases. The blog consider

$$$P_j$$$ := The set of permutations where $$$j$$$ is the least integer among $$$\{i+1,\,i+2\,...,\,c(i)\}$$$ such that $$$j$$$ chooses $$$B_j$$$. In other words, $$$i$$$ chooses $$$B_i$$$, $$$\{i+1,\,i+2\,...,\,j-1\}$$$ all choose $$$A$$$, and $$$j$$$ chooses $$$B_j$$$. Also, we should not forget $$$P_{c(i)+1}$$$, because $$$\{i+1,\,i+2\,...,\,c(i)\}$$$ might all choose $$$A$$$!

(1)Do these $$$P_j$$$ (including $$$P_{c(i)+1}$$$) overlap? No! Because the permutations in $$$P_j$$$ has a unique prefix: $$$[i+1\,i+2\,...,\,j-1]$$$.

(2)Do these $$$P_j$$$ cover all situations? Yes, this is obvious.

(3)How to calculate the size of $$$P_j$$$, i.e., $$$|P_j|$$$? For $$$j \leq c(i)$$$, since the prefix is fixed ($$$[i+1\,i+2\,...,\,j-1]$$$ mentioned in (1)), there is a bijection from the set $$$g(j)$$$ to $$$P_j$$$ by adding the fixed prefix to the element in $$$g(j)$$$. So the size of $$$|P_j|$$$ is just $$$g(j)$$$. For $$$j=c(i)+1$$$, $$$|P_j|=f(c(j)+1)$$$ because all $$$\{i+1,\,i+2\,...,\,c(i)\}$$$ have to choose $$$A$$$.

Therefore,

$$$g(i) = \sum\limits_{j=i+1}^{c(j)} g(j) + f(c(j)+1)$$$ (3)

Finally, although we consider $$$f$$$ first, we should calculate $$$g$$$ first because $$$f$$$ depends on $$$g$$$.

Part3: What I have learned

(1) The most important idea in counting is dividing into non-overlapping sets whose union are the whole set. Besides, the counting of each set should be much simpler.

(2) The most important thing of dp is defining states.

(3) Bijections are really important in combinatorics. For example, the Dyck path.

(4) Achieving (1) and (2) requires high IQ and talent. For example, the definition of $$$f$$$ in the blog is normal, while the definition of $$$g$$$ is genius!

Теги combinatorics, dp

История

 
 
 
 
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en55 Английский CristianoPenaldo 2023-02-18 13:01:26 4 Tiny change: ' and $c(i)<i$. They c' -> ' and $c(i) > i$. They c'
en54 Английский CristianoPenaldo 2023-02-15 19:06:57 5 Tiny change: '{c(i)+1,\,j+2\,...,\,' -> '{c(i)+1,\,c(i)+2\,...,\,'
en53 Английский CristianoPenaldo 2023-02-15 19:06:01 1 Tiny change: 'fix: $[i+1\,i+2\,...' -> 'fix: $[i+1,\,i+2\,...'
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en50 Английский CristianoPenaldo 2023-02-15 18:06:47 4 Tiny change: 'rt2: Idea in the blog*' -> 'rt2: Idea of the blog*'
en49 Английский CristianoPenaldo 2023-02-15 17:36:32 14 Tiny change: '3), i.e., there is actually not neces' -> '3), i.e., it is not neces'
en48 Английский CristianoPenaldo 2023-02-15 17:31:03 1 Tiny change: 'their name, $i$ is a' -> 'their names, $i$ is a'
en47 Английский CristianoPenaldo 2023-02-15 17:19:57 150
en46 Английский CristianoPenaldo 2023-02-15 17:11:30 2 Tiny change: '\n\n**Part4: The last' -> '\n\n**Part5: The last'
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en44 Английский CristianoPenaldo 2023-02-15 17:05:53 32 Tiny change: 'he first**, otherwis' -> 'he first** among $\\{i,\,i+1,\,...,\,n\\}$, otherwis'
en43 Английский CristianoPenaldo 2023-02-15 17:04:42 4 Tiny change: 'dd $i$ in front of ' -> 'dd $i$ in the front of '
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en41 Английский CristianoPenaldo 2023-02-15 17:02:11 11 Tiny change: 'e $A$.\n\nFinally, although we' -> 'e $A$.\n\nAlthough we'
en40 Английский CristianoPenaldo 2023-02-15 17:01:24 11 Tiny change: 'th a very clear ide' -> 'th a very genius and clear ide'
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en37 Английский CristianoPenaldo 2023-02-15 16:48:30 1 Tiny change: 'i \neq j)$\n\n$\cdot' -> 'i \neq j)$.\n\n$\cdot'
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en35 Английский CristianoPenaldo 2023-02-15 16:47:40 272 (published)
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en33 Английский CristianoPenaldo 2023-02-15 16:32:35 2 Tiny change: 'j=i+1}^{c(j)} g(j) + ' -> 'j=i+1}^{c(i)} g(j) + '
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en31 Английский CristianoPenaldo 2023-02-15 16:06:22 74 Tiny change: '\geq i$.\n\n![ ](htt' -> '\geq i$.\n![ ](htt'
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en26 Английский CristianoPenaldo 2023-02-15 15:50:00 2 Tiny change: 's_{j=i+1}^c(j) g(j) + f(' -> 's_{j=i+1}^{c(j)} g(j) + f('
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en12 Английский CristianoPenaldo 2023-02-15 14:52:52 75 Tiny change: 'eq i$.\n\n\n' -> 'eq i$.\n\n![ ](https://codeforces.net/633ccf/blog.png)\n\n\n'
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en8 Английский CristianoPenaldo 2023-02-15 14:20:37 15 Tiny change: '\text{All inputs are integ' -> '\text{All values in the input are integ'
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en6 Английский CristianoPenaldo 2023-02-15 14:16:46 46 Tiny change: '98244353$.' -> '98244353$.\n\nConstraints:\n$\cdot 1 \leq N \leq 500000$'
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en1 Английский CristianoPenaldo 2023-02-15 13:31:51 165 Initial revision (saved to drafts)