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Consider two approaches to solve Maximum Units on a Truck: (1) Brute force trying all combinations, and (2) Greedy sorting and picking. When is the brute force approach preferable over greedy?

hard⚖️ Approach Comparison Q8 of Q15
Greedy Algorithms - Maximum Units on a Truck
Consider two approaches to solve Maximum Units on a Truck: (1) Brute force trying all combinations, and (2) Greedy sorting and picking. When is the brute force approach preferable over greedy?
AWhen truckSize is very large and number of box types is small
BWhen sorting is too expensive due to very large n
CWhen box types have fractional units per box allowing partial picks
DWhen the problem requires exploring all combinations due to constraints invalidating greedy
Step-by-Step Solution
Solution:
  1. Step 1: Understand greedy assumptions

    Greedy works only if picking highest units per box first is always optimal.
  2. Step 2: Identify when greedy fails

    If constraints invalidate greedy choice (e.g., complex dependencies), brute force or DP is needed.
  3. Step 3: Compare approaches

    Brute force is preferable only when greedy assumptions do not hold.
  4. Final Answer:

    Option D -> Option D
  5. Quick Check:

    Brute force needed when greedy is invalid due to problem constraints [OK]
Quick Trick: Brute force needed if greedy assumptions break [OK]
Common Mistakes:
MISTAKES
  • Thinking brute force is better for large truckSize
  • Confusing fractional picks with brute force need
Trap Explanation:
PITFALL
  • Candidates confuse problem variants where greedy fails with those where it succeeds.
Interviewer Note:
CONTEXT
  • Tests tradeoff reasoning between brute force and greedy approaches.
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