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LetsGit.IT/Categories/Data Structures
Data Structuresmedium

Adjacency list vs adjacency matrix: when do you choose each?

Tags
#graph#adjacency-list#adjacency-matrix#space
Back to categoryPractice quiz

Answer

Use an adjacency list for sparse graphs because it uses O(V + E) memory and iterates neighbors efficiently. Use an adjacency matrix for dense graphs or when you need O(1) edge‑existence checks; it costs O(V^2) memory.

Advanced answer

Deep dive

Expanding on the short answer — what usually matters in practice:

  • Context (tags): graph, adjacency-list, adjacency-matrix, space
  • Complexity: compare typical operations (average vs worst-case).
  • Invariants: what must always hold for correctness.
  • When the choice is wrong: production symptoms (latency, GC, cache misses).
  • Explain the "why", not just the "what" (intuition + consequences).
  • Trade-offs: what you gain/lose (time, memory, complexity, risk).
  • Edge cases: empty inputs, large inputs, invalid inputs, concurrency.

Examples

A tiny example (an explanation template):

// Example: discuss trade-offs for "adjacency-list-vs-adjacency-matrix:-when-do-you-"
function explain() {
  // Start from the core idea:
  // Use an adjacency list for sparse graphs because it uses O(V + E) memory and iterates neigh
}

Common pitfalls

  • Too generic: no concrete trade-offs or examples.
  • Mixing average-case and worst-case (e.g., complexity).
  • Ignoring constraints: memory, concurrency, network/disk costs.

Interview follow-ups

  • When would you choose an alternative and why?
  • What production issues show up and how do you diagnose them?

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