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heap Pattern

Pattern hubs are for building transferable solving frames. Learn the recognition signals first, then drill state definition, update rules, and edge explanation until the pattern feels stable.

database35 problemstune3/22/10 difficulty mixcategory6 linked topics

Pattern brief

Recognize first

Does the candidate quickly identify that sorting the array is not the most optimal approach for large arrays?

Solve rhythm

State the active state and invariant first, explain how each update preserves them, then pressure-test with counterexamples.

Most common miss

Using a naive sorting approach without considering the more efficient heap or Quickselect methods.

Recognition signals

  • Does the candidate quickly identify that sorting the array is not the most optimal approach for large arrays?
  • Can the candidate explain the time complexity trade-offs between Quickselect, heaps, and sorting in terms of real-world performance?
  • Expect candidates to identify divide-and-conquer as the core pattern.

Solve flow

  1. 1. Define the active state/window.
  2. 2. Update state while preserving invariants.
  3. 3. Validate with edge-heavy examples.

Common misses

  • Using a naive sorting approach without considering the more efficient heap or Quickselect methods.
  • Failing to correctly handle consecutive buildings with the same height, causing redundant points.
  • Overpopulating the heap with all possible pairs instead of strategically pushing only potential candidates.

Recommended Ladder

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Showing 24 / 35 problems

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215

Kth Largest Element in an Array

Find the kth largest element in an unsorted array using optimal approaches like Quickselect or heaps.

Medium
218

The Skyline Problem

The Skyline Problem requires calculating a city's silhouette using array manipulation and divide-and-conquer techniques …

Hard
373

Find K Pairs with Smallest Sums

Find K Pairs with Smallest Sums combines arrays and heap usage to select the smallest sum pairs efficiently.

Medium
451

Sort Characters By Frequency

Sort Characters By Frequency requires counting characters efficiently and rearranging a string in descending frequency o…

Medium
855

Exam Room

Simulate an exam room where each student chooses a seat maximizing distance to others, using design plus heap structures…

Medium
882

Reachable Nodes In Subdivided Graph

The Reachable Nodes In Subdivided Graph problem requires efficiently finding the reachable nodes using graph traversal a…

Hard
912

Sort an Array

Sort an array using an optimal algorithm, focusing on time and space complexity considerations.

Medium
1046

Last Stone Weight

In the 'Last Stone Weight' problem, we smash the two heaviest stones until one remains, using heaps or sorting.

Easy
1354

Construct Target Array With Multiple Sums

This problem requires constructing a target array from an array of ones, using multiple sum operations and a priority qu…

Hard
1514

Path with Maximum Probability

Find the path with the highest success probability in a graph from a start node to an end node, using edge probabilities…

Medium
1738

Find Kth Largest XOR Coordinate Value

Compute the kth largest XOR coordinate in a 2D matrix using prefix sums, bit manipulation, and optimized selection techn…

Medium
1801

Number of Orders in the Backlog

Determine the total number of unfulfilled buy and sell orders using heaps to simulate backlog processing efficiently in …

Medium
1825

Finding MK Average

Find the MKAverage of a stream of integers using a queue-driven approach with efficient state management.

Hard
1845

Seat Reservation Manager

Manage seat reservations efficiently using a design combining priority queue to always return the lowest available seat …

Medium
1882

Process Tasks Using Servers

Assign tasks to servers efficiently using arrays and heaps, resolving ties by weight and index while tracking availabili…

Medium
2034

Stock Price Fluctuation

Design an efficient algorithm for managing stock price fluctuations with incorrect and unordered data in a data stream.

Medium
2102

Sequentially Ordinal Rank Tracker

Track rankings of locations with names and scores, adding new locations and retrieving top-ranked ones efficiently.

Hard
2231

Largest Number After Digit Swaps by Parity

Maximize a number by swapping digits of the same parity using sorting and priority queue techniques efficiently.

Easy
2336

Smallest Number in Infinite Set

Design a data structure to handle the smallest missing element in an infinite set, with the ability to add and remove el…

Medium
2349

Design a Number Container System

Learn to implement a Number Container System using hash tables and design techniques to efficiently track numbers and in…

Medium
2532

Time to Cross a Bridge

Time to Cross a Bridge involves simulating worker movements using arrays and heaps to determine when the last worker cro…

Hard
2558

Take Gifts From the Richest Pile

Take Gifts From the Richest Pile uses a heap to simulate the process of taking gifts from the richest pile over a number…

Easy
2642

Design Graph With Shortest Path Calculator

Implement a dynamic weighted directed graph with efficient shortest path queries and edge additions in real time.

Hard
2662

Minimum Cost of a Path With Special Roads

Find the minimum cost path between two points, using special roads or direct moves in a 2D space.

Medium

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Array plus Divide and Conquer LeetCode Pattern: 35 Solutions