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Graph and Tree Algorithms Flashcards

7 cards from real CodeSignal Technical Assessment practice questions. Tap to flip, then mark Knew It or Still Learning โ€” missed cards come back until you master them.

Read the first 7 Graph and Tree Algorithms flashcards as text
  1. Given an undirected tree with N nodes, how many edges does it have?

    Answer: N - 1

    Any tree with N nodes has exactly N - 1 edges, as each added node requires exactly one new edge.

  2. What is the time complexity of finding the Lowest Common Ancestor (LCA) using binary lifting after O(N log N) preprocessing?

    Answer: O(log N)

    Binary lifting precomputes 2^k ancestors for each node, allowing LCA queries in O(log N) time.

  3. In BFS on an unweighted graph, the first time a node is dequeued, its distance from the source is guaranteed to be:

    Answer: The shortest path distance

    BFS explores nodes in non-decreasing order of distance, so the first visit gives the exact shortest path.

  4. Which data structure is most commonly used to implement a disjoint set (Union-Find) with path compression and union by rank?

    Answer: Array-based parent pointers

    Union-Find is typically implemented with a parent array plus a rank/size array, giving near-O(1) amortized operations.

  5. What does the 'diameter' of a tree represent?

    Answer: The longest path between any two nodes

    The diameter of a tree is the length of the longest path (in edges or weight) between any two nodes.

  6. In a weighted directed graph, the Bellman-Ford algorithm detects negative weight cycles. How many edge relaxations does it perform?

    Answer: (V - 1) * E relaxations

    Bellman-Ford relaxes all E edges exactly V - 1 times, for a total of (V-1)*E relaxations, then checks once more for negative cycles.

  7. Which of the following graph representations uses O(V + E) space?

    Answer: Adjacency list

    An adjacency list stores each vertex once and each edge (or two half-edges for undirected), totaling O(V + E) space.