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Which of the following problems CANNOT be solved efficiently using the unbounded knapsack pattern similar to the Perfect Squares problem?

easy🔍 Pattern Recognition Q2 of Q15
Dynamic Programming: Knapsack - Perfect Squares
Which of the following problems CANNOT be solved efficiently using the unbounded knapsack pattern similar to the Perfect Squares problem?
AFind the longest strictly increasing subsequence in an array
BFind the maximum value achievable with unlimited items and given capacity
CFind the minimum number of coins to make change with unlimited coin supply
DFind the minimum number of perfect squares summing to n
Step-by-Step Solution
Solution:
  1. Step 1: Identify problem types

    Options B, C, and D involve minimizing or maximizing sums with unlimited item reuse, fitting unbounded knapsack.
  2. Step 2: Analyze Find the longest strictly increasing subsequence in an array

    Longest strictly increasing subsequence requires order preservation and no repetition pattern, not unbounded knapsack.
  3. Final Answer:

    Option A -> Option A
  4. Quick Check:

    Longest increasing subsequence is a different DP pattern [OK]
Quick Trick: LIS requires order, no unlimited reuse -> not unbounded knapsack [OK]
Common Mistakes:
MISTAKES
  • Assuming all minimization/maximization problems fit unbounded knapsack
  • Confusing LIS with knapsack variants
Trap Explanation:
PITFALL
  • Candidates often think all DP problems with sums are knapsack, missing order constraints in LIS.
Interviewer Note:
CONTEXT
  • Tests anti-pattern recognition and understanding of DP problem classes
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