Top 10 Multi-dimensional array problems for FAANG interview
Multi-dimensional arrays (2D arrays / matrices) are extremely common in FAANG interviews, often combined with matrix traversal, dynamic programming, or simulation. Here's a curated list of top 10 multi-dimensional array problems:
Top 10 Multi-Dimensional Array Problems for FAANG
1. Number of Islands
- Problem: Count the number of islands in a 2D grid of '1's (land) and '0's (water).
- Concept: DFS/BFS on matrix cells, mark visited.
2. Max Area of Island
- Problem: Find the size of the largest island in a grid.
- Concept: DFS/BFS to explore connected components, track max area.
3. Rotate Image (Matrix)
- Problem: Rotate an
n x nmatrix 90° clockwise in place. - Concept: Transpose + reverse rows (or reverse columns + transpose).
4. Spiral Matrix / Spiral Order
- Problem: Return elements of a matrix in spiral order.
- Concept: Use four pointers (
top,bottom,left,right) to traverse layers.
5. Set Matrix Zeroes
- Problem: If an element is 0, set its entire row and column to 0.
- Concept: Use flags or mark first row/column, then update matrix in place.
6. Word Search
- Problem: Check if a word exists in a grid, moving horizontally or vertically (or diagonally in variants).
- Concept: Backtracking DFS from every cell.
7. Search in 2D Matrix
- Problem: Matrix sorted row-wise and/or column-wise, search for target efficiently.
- Concept: Binary search or start from top-right/bottom-left for O(m + n) solution.
8. Minimum Path Sum
- Problem: Find a path from top-left to bottom-right with minimum sum in a grid.
- Concept: Dynamic Programming (DP) with
dp[i][j] = min(dp[i-1][j], dp[i][j-1]) + grid[i][j].
9. Rotate or Flip Submatrices
- Problem: Rotate or flip portions of a matrix, sometimes in-place.
- Concept: Layered iteration for submatrices, often used in image processing questions.
10. Maximal Rectangle / Largest Square in Matrix
- Problem: Find the largest rectangle/square of 1s in a 2D binary matrix.
- Concept: Treat each row as histogram → use stack-based largest rectangle in histogram algorithm.
⚡ Tips for Multi-Dimensional Array Problems
- Always track boundaries (row and column limits).
- Visited tracking is essential in DFS/BFS for islands, word search, etc.
- For in-place modifications, be careful with overwriting data (sometimes mark with a sentinel value).
- Recognize patterns that reduce 2D to 1D (like histogram for maximal rectangle).
- Practice both iterative and recursive approaches, especially backtracking for word search or paths.
Published on: Oct 11, 2025, 11:17 PM