All-Pairs Shortest Path Computation Using the Floyd-Warshall Method
The Floyd-Warshall algorithm solves the all-pairs shortest path problem in a weighted graph, handling both positive and negative edge weights (with no negative cycles). It uses dynamic programming to iteratively improve shortest path estimates between every pair of vertices.
Core Principal
Define dist[i][j][k] as the shortest distance from node ...
Posted on Fri, 15 May 2026 09:39:48 +0000 by Rovas
AtCoder Regular Contest 104 Problem Solutions
Problem A: Plus Minus
Given the sum and difference of two numbers, we can easily retrieve the original values. The first number is the average of the sum and difference, while the second is half of the difference subtracted from the sum.
s, d = map(int, input().split())
print((s + d) // 2, (s - d) // 2)
Problem B: DNA Sequence
A substring is c ...
Posted on Fri, 15 May 2026 00:15:36 +0000 by ganich
Competitive Programming Problem Analysis: Diverse Algorithmic Challenges
This document presents an analysis of several competitive programming problems, outlining their descriptions, solution approaches, and specific implementation details or common pitfalls encountered. The problems cover various domains including number theory, combinatorics, geometry, and dynamic programming.
Problem 1: Minimizing Sum with Given ...
Posted on Thu, 14 May 2026 14:05:51 +0000 by cash09
Interval Dynamic Programming: Classic Problems and Solutions
Progress: Dynamic Programming - Linear DP, Knapsack, Interval DP
Merging Palindromic Substrings
Tags: Interval DP
Foundation - Longest Palindromic Substring
Problem: Given a string (S), find the length of its longest palindromic substring.
Approach: A longer palindrome can always be constructed by adding identical characters to both ends of a s ...
Posted on Thu, 14 May 2026 05:56:34 +0000 by sb
Minimum Coin Change Problem Solutions
Given an integer array representing coin denominattions and a target amount, determine the minimum number of coins required to make up that amount. Return -1 if no valid combination exists. Coins can be used unlimited times.
Recursive Approach
A recursive function findMinCoins(int[] denominations, int target) calculates the minimum coins needed ...
Posted on Wed, 13 May 2026 13:57:02 +0000 by rookie
Optimizing Sequence Merging with Dynamic Programming and Matrix Exponentiation Techniques
Problem Overview
The problem involves merging a sequence of stones where each stone has a weight. The goal is to merge consecutive stones within a sequence into a single stone with a weight equal to the sum of the merged stones, at a cost equal to that sum. The merging must result in a final number of stones between a given range [L, R], and th ...
Posted on Wed, 13 May 2026 02:50:15 +0000 by vaanil
Solution: PAROVI - Counting Segment Coverings with Coprime Pairs
Problem Analysis
Given (n) where (1 \le n \le 20), we need to count the number of ways to completely cover the interval ([1, n]) using segments where each segment connects two coprime numbers.
First, preprocess all coprime pairs ({a, b}) where (\gcd(a, b) = 1) and (a < b). Note that ({1, 1}) is excluded. When (n = 20), there are exactly 127 ...
Posted on Wed, 13 May 2026 01:48:40 +0000 by Erik-NA
Algorithmic Pattern Extraction and Language-Specific Optimization Techniques
Sorting and Monotonicity
When a problem does not enforce a specific elemant order, applying a sort operation often introduces monotonicity. This property simplifies constraint checking and enables efficient querying through prefix sums combined with binary search.
Processing Cumulative Constraints
By sorting the input array and computing its pr ...
Posted on Tue, 12 May 2026 20:30:23 +0000 by koolaid
Optimal Subsequence Deletion for Monotonic Targets: CodeForces 1334F
In this problem, we are given an array $a$ of length $n$ and a target array $b$ of length $m$. Each element $a_i$ has an associated deletion cost $p_i$. We need to find the minimum cost to transform $a$ in to $b$ using a specific "strange function" $f(a)$, or determine if it is impossible.
Condition Analysis
The function $f(a)$ genera ...
Posted on Tue, 12 May 2026 14:29:23 +0000 by dr bung
Gale-Ryser Theorem: Bipartite Graph Degree Sequence Characterization
Consider two sequences of non-negative integers \(p_1 \ge p_2 \ge \dots \ge p_n\) and \(q_1 \ge q_2 \ge \dots \ge q_m\) satisfying \(\sum_{i=1}^n p_i = \sum_{i=1}^m q_i\). The Gale-Ryser theorem states that a simple bipartite graph exists with left vertices having degrees \(p_1, p_2, \dots, p_n\) and right vertices having degrees \(q_1, q_2, \d ...
Posted on Tue, 12 May 2026 14:27:29 +0000 by Steffen