Minimum Operations to Make Array Equal and Valid Swap Sequence Analysis

Problem A: Array Equalization Strategy The optimal approach involves transforming all elements to match the most freqeunt value in the array. Initial attempts with incorrect assumptions led to multiple failed submissions. #include <iostream> #include <vector> #include <algorithm> using namespace std; void solve() { int t ...

Posted on Fri, 11 Sep 2026 16:36:37 +0000 by 156418

Two-Dimensional Data Structures for K-th Largest Queries

Problem Overview This problem involves efficiently handling two types of queries on a dynamic collection of elmeents: 1. Insert elements into specified ranges 2. Find the K-th largest value within a specified range We explore several advanced data structure approaches to solve this problem efficiently. ### Binary Indexed Tree with Dynamic Segme ...

Posted on Tue, 01 Sep 2026 16:11:48 +0000 by johnnyblaze9

Algorithm Contest Preparation: Key Problem Patterns and Solutions

Preparation Strategy Prior to a major algorithm competition, it is beneficial to maintain momentum by solving medium-difficulty problems within a time limit. This approach helps reinforce template usage and sharpens intuition without exhausting mental resources. The following selection covers common patterns including simulation, sorting, strin ...

Posted on Sat, 22 Aug 2026 16:48:30 +0000 by andrew_ww

Optimizing Bounded Knapsack Problems with Binary Decomposition

The Bounded Knapsack Problem involves selecting items to maximize total value within a given weight capacity W. Each of the n item types has a specified value vi, weight wi, and a supply count mi. Naive Implementation A straightforward approach extends the standard 0-1 knapsack dynamic programming algorithm by adding an inner loop to process th ...

Posted on Fri, 14 Aug 2026 16:54:40 +0000 by seikan

Solving the Ternary Goldbach Conjecture via Sieve of Eratosthenes

The Ternary Goldbach Conjecture asserts that any odd integer greater than 7 can be represented as the sum of three prime numbers. While proven for sufficiently large numbers, verifying this for smaller integers requires an effiicent computational approach. Given an odd integer n (9 < n < 20,000), our objective is to find a triplet of prim ...

Posted on Thu, 06 Aug 2026 16:46:07 +0000 by santrowithu

Heavy-Light Decomposition for Tree Data Management

Introduction Heavy-light decomposition (HLD) is a sophisticated algorithmic technique used to partition tree structures into linear sequences, enabling efficient query and update operations. This method is particularly effective for handling subtree and path queries on trees. Core Definitions Heavy Child: For any node, its heavy child is the c ...

Posted on Tue, 04 Aug 2026 16:56:15 +0000 by cemeteryridge

Finding the K-th Smallest Number in Large Arrays

Problem: Finding the K-th Smallest Number Given an array of n integers (n < 5,000,000, odd) and an integer k, find the k-th smallest element where the smallest element is considered the 0-th. Initial Approach with Standard Sort An initial solution using standard sorting: #include<iostream> #include<algorithm> using namespace std; ...

Posted on Sun, 02 Aug 2026 16:38:29 +0000 by Cal

Persistent Segment Trees: Path Copying for Historical Range Queries

A persistent segment tree maintains a complete history of all structural modifications applied to the data structure. Unlike standard implementations that overwrite previous states, this variant preserves every version, enabling direct queries on historical configurations. The core technique relies on path copying, where only nodes along the mo ...

Posted on Tue, 21 Jul 2026 16:09:02 +0000 by philipolson

Dynamic Programming Solutions for Competitive Programming Problems

Potion-making Solution This problem requires solving the equation i/(i+j) = k/100 to find the minimal total ingredients. The solution involves iterating through possiblle values of i and j. #include <iostream> #include <cmath> using namespace std; void solvePotion() { int target_percentage; cin >> target_percentage; ...

Posted on Mon, 20 Jul 2026 17:27:42 +0000 by pod2oo5

Point Decomposition for Path Counting in Trees

Point decomposition, also known as centroid decomposition, is a powerful technique for efficiently solving path-related problems on trees. By recursively splitting the tree around its centroid, it ensures logarithmic depth of recursion, leading to optimal time complexity for many tree queries. The algorithm follows three core steps: Find the c ...

Posted on Tue, 07 Jul 2026 16:30:43 +0000 by glassroof