Practice Discrete Math

Algorithms / Grid Graph Traversal

Least You Need to Know: Grid Traversal, Flood Fill, and Boundary Checks

Many interview grid problems are just implicit graph traversal: each cell is a node, legal moves define edges, and BFS or DFS visits connected components or shortest paths. The main implementation risk is careful neighbor and boundary handling.

Least you need to know

  • A grid becomes a graph when each cell connects to its legal neighbors.
  • Flood fill is component traversal over cells that meet a condition.
  • Boundary checks must happen before reading or enqueueing a neighbor cell.
  • Marking visited prevents repeated exploration and infinite revisits.
  • Counting islands is counting connected components in an implicit grid graph.

Key notation

  • (r, c) — row and column state
  • 4-neighbors — up, down, left, right
  • component — maximal connected region under the movement rule

Worked example

  • To count islands, scan the grid for an unvisited land cell.
  • Each time you find one, start DFS or BFS and mark its whole connected land region.
  • That one traversal claims exactly one island.
  • Continue scanning until all land cells are assigned to some traversal.

Common mistakes

  • Students often forget to check bounds before reading neighbors.
  • Students often mutate or revisit cells in inconsistent order and double-count regions.
  • Students often choose DFS for shortest path in an unweighted maze when BFS is the better fit.

How to recognize it

  • The input is a matrix with legal moves to neighboring cells.
  • You need to count regions, spread through a region, or find a shortest route on equal-cost moves.
  • The graph is implicit; neighbors are generated from coordinates rather than listed explicitly.

Next recommended lesson

Continue through this topic with Least You Need to Know: K-Way Merge, Top-K, and Heap Frontier Ideas.

Least You Need to Know: K-Way Merge, Top-K, and Heap Frontier Ideas

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