Border Theory:There's a fast way to bruteforce on borders

Revision en9, by OtterZ, 2025-12-19 07:27:38

Written before

Border Theory,which was not well-known enough,should have been publicized together with KMP or similar algorithms.But nowadays lots of people don't know such a theory exist,making them unable to solve several tasks easily or even can't get a fast solution.So it's time to complete the blog as what I will do on this.

Ordinary Border Theory

Conclution

For a string $$$S$$$, There are a squence of strings:

$$$b_i(0 = b_1 \lt b_2 \lt b_3 \lt ... \lt b_n = |S|,S_{1,...,b_i} = S_{n - b_i + 1,...,n})$$$

it's garenteed that there exist a way to divide the sequence into $$$\operatorname{O}(\log |S|)$$$ continuous subsequence that each subsequence forms an arithmetic sequence.

Proof

First of all,we found that if there's a string $$$T$$$ as a border of $$$S$$$ and $$$2|T| \ge |S|$$$, Then the sequence of where $$$T$$$ appears in $$$S$$$ forms an arthmetic sequence.

proof

Second,We found that all lengths of border $$$T$$$ that $$$2|T| \ge |S|$$$ will form an arthmetic sequence:

proof

So there's a way that if $$$p \lt q,p,q \text{ are the length of borders}$$$ not in the same continuous sequence, $$$2p \lt q$$$ exist,So the conclution is right.

Task

Link

Given at most $$$5$$$ cases in a test case,each cases gives a string $$$S(1 \le |S| \le 5 \times 10 ^ 5)$$$ and an integer $$$w(1 \le w \le 10 ^ {18})$$$, when we have a string $$$T$$$ we can make the new string by $$$|T| + |S|$$$ or if a suffix $$$A$$$ in $$$T$$$ is also the prefix of $$$S$$$, $$$T - A + S$$$ can be formed as there's a string of length $$$|T| - |A| + |S|$$$.Find the number of distinct length of strings in $$$[1,w]$$$ can be formed.

solution
code

Extention to palindromes

As we'll found that The borders of palindormes are also the palindromes suffixes of a palindrome, then we can say that for a string $$$S$$$, the lengths of palindrome suffixes form $$$\operatorname{O}(\log |S|)$$$ continuous arthmetic substrings. We can also say that even lengths of palindrome suffixes form $$$\operatorname{O}(\log |S|)$$$ continuous arthmetic substrings.

Shlink pointer

introduction

As $$$shlink_i$$$ means to a node $$$i$$$,which node is the start of the next arthmetic sequence,can be calculated like this:

shlink[i] = link[i];
diff[i] = len[i] - len[link[i]];
if(diff[i] == diff[link[i]])
    shlink[i] = shlink[link[i]];

Then we'll find:

Which is a good way to make use of Border Theory.

Tasks

In 932G - Palindrome Partition we can make a string $$$T$$$ by:

  • $$$t_{2k - 1} = s_{k}$$$
  • $$$t_{2k} = s_{n - k + 1}$$$

Then we found that The task turns to how to divide $$$T$$$ into several even palindromes, we tries to solve it using dynamic planning as $$$dp_i$$$ is the answer of the prefix of length $$$i$$$, then we use shlink pointers to make it $$$\operatorname{O}(|S| \log |S|)$$$.

code

Such solution is similar to 906E - Reverses,which turns:

  • $$$t_{2k - 1} = x_k$$$
  • $$$t_{2k} = y_k$$$

And use dynamic planning

code

Summary

Sometimes we found that our solution is slow because we may have to bruteforce on borders. But when using the theory,we may found that the solution sovlvable and easy instead of others that might be complex.

Tags #strings, border, #brute force

History

 
 
 
 
Revisions
 
 
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en25 English OtterZ 2025-12-22 11:32:10 84
en24 English OtterZ 2025-12-22 05:32:17 157
en23 English OtterZ 2025-12-22 04:20:06 992 Tiny change: 'so $p = q$\n</spoile' -> 'so $p = q$.\n</spoile'
en22 English OtterZ 2025-12-21 11:03:05 35
en21 English OtterZ 2025-12-21 10:22:19 6
en20 English OtterZ 2025-12-21 10:21:10 200
en19 English OtterZ 2025-12-21 10:17:25 27
en18 English OtterZ 2025-12-21 08:05:21 171
en17 English OtterZ 2025-12-21 07:59:36 13 Tiny change: 'now.\n\n# Written before\n\nIn th' -> 'now.\n\n# Preface\n\nIn th'
en16 English OtterZ 2025-12-21 06:30:10 25 Tiny change: 'th $i + q$.\n\nAs a' -> 'th $i + q$,one of the border of $S$.\n\nAs a'
en15 English OtterZ 2025-12-21 05:45:52 1413
en14 English OtterZ 2025-12-20 06:19:26 2
en13 English OtterZ 2025-12-20 04:57:35 4468 Tiny change: ' that for every possible $S$,${B_i}_{i ' -> ' that for all possible $S$, ${B_i}_{i '
en12 English OtterZ 2025-12-19 09:05:15 265
en11 English OtterZ 2025-12-19 08:45:48 475
en10 English OtterZ 2025-12-19 08:29:45 6 Tiny change: 'eed modules.\n\nBut t' -> 'eed module result.\n\nBut t'
en9 English OtterZ 2025-12-19 07:27:38 1 Tiny change: 'p,q \text{are the le' -> 'p,q \text{ are the le'
en8 English OtterZ 2025-12-19 07:26:49 1 Tiny change: ' palindroms, we trie' -> ' palindromes, we trie'
en7 English OtterZ 2025-12-19 05:19:03 1 Tiny change: 'n\n## Tasks\n\n[Link]' -> 'n\n## Task\n\n[Link]'
en6 English OtterZ 2025-12-19 04:40:02 4594 (published)
en5 English OtterZ 2025-12-19 04:20:15 65
en4 English OtterZ 2025-12-19 04:19:26 770 Tiny change: 'ce,can be got like this' -> 'ce,can be calculated like this'
en3 English OtterZ 2025-12-19 03:29:52 4119
en2 English OtterZ 2025-12-18 16:53:34 6
en1 English OtterZ 2025-12-18 16:48:23 2086 Initial revision (saved to drafts)