Monotonic Stack vs. Segment Tree

Revision en1, by goextreme, 2023-12-20 17:43:55

Monotonic Stacks:

  • Excel at:
    • Finding next greater or smaller elements in arrays
    • Tracking maximum/minimum values within a sliding window
    • Solving problems involving range queries with certain restrictions
  • Operations:
    • Push, pop, peek, find next greater/smaller element
  • Time complexity: Typically O(1) for operations, but can involve upfront processing
  • Space complexity: Usually O(n)

Segment Trees:

  • Excel at:
    • Range queries (sum, minimum, maximum, etc.)
    • Range updates (adding/subtracting values within ranges)
    • Solving problems involving range operations efficiently
  • Operations:
    • Query for information within a range
    • Update values within a range
  • Time complexity: Typically O(log n) for queries and updates
  • Space complexity: O(n)

When to Choose:

  • Monotonic stack: Use for problems involving finding next greater/smaller elements, sliding window maximum/minimum, or range queries with specific conditions where a stack-like structure is naturally suited.
  • Segment tree: Use for problems involving general range queries, range updates, or efficient range-based operations that don't align well with a stack's structure.

Key Considerations:

  • Implementation complexity: Monotonic stacks are generally simpler to implement than segment trees.
  • Code readability: Monotonic stacks often lead to more readable code for problems they are well-suited for.
  • Performance trade-offs: In some cases, segment trees might offer faster queries at the cost of increased space usage.

In summary:

  • While segment trees can be used to solve certain problems that monotonic stacks can, they are not universally interchangeable.
  • The choice depends on the specific problem requirements and the trade-offs between implementation complexity, code readability, and performance.

What do you think need to be changed ?

Tags segment tree, monotonic stack

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en1 English goextreme 2023-12-20 17:43:55 2016 Initial revision (published)