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Compare the brute force approach (rebuild intervals after each insert) and the balanced tree approach for maintaining disjoint intervals. When is the brute force approach preferable?

hard⚖️ Approach Comparison Q8 of Q15
Intervals - Data Stream as Disjoint Intervals
Compare the brute force approach (rebuild intervals after each insert) and the balanced tree approach for maintaining disjoint intervals. When is the brute force approach preferable?
AWhen insertions are frequent but getIntervals is called rarely
BWhen insertions are rare but getIntervals is called very frequently
CWhen the number of insertions is very large and getIntervals is called frequently
DWhen memory is severely limited and auxiliary data structures cannot be used
Step-by-Step Solution
Solution:
  1. Step 1: Analyze brute force approach

    Brute force inserts in O(1) but getIntervals costs O(n log n) due to sorting.
  2. Step 2: Analyze balanced tree approach

    Balanced tree costs O(log n) per insert but getIntervals is O(n).
  3. Step 3: Determine trade-off

    If insertions are frequent but getIntervals rare, brute force's cheap insertions are preferable.
  4. Final Answer:

    Option A -> Option A
  5. Quick Check:

    Brute force better when inserts frequent, queries rare [OK]
Quick Trick: Brute force favors frequent inserts, rare queries [OK]
Common Mistakes:
MISTAKES
  • Assuming balanced tree always better
Trap Explanation:
PITFALL
  • Candidates overlook query frequency impact on approach choice.
Interviewer Note:
CONTEXT
  • Tests trade-off reasoning between approaches.
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