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Which algorithmic approach guarantees finding the total number of such assignments efficiently?

easy🔍 Pattern Recognition Q11 of Q15
Dynamic Programming: Knapsack - Target Sum
You are given an array of integers and a target integer. You want to assign either a plus or minus sign to each integer such that the resulting sum equals the target. Which algorithmic approach guarantees finding the total number of such assignments efficiently?
ASorting the array and using two pointers to find pairs that sum to the target
BGreedy algorithm that picks signs based on local sum minimization
CDynamic programming using a 0/1 knapsack-like approach with state representing achievable sums
DDivide and conquer by splitting the array and combining results without memoization
Step-by-Step Solution
  1. Step 1: Understand problem constraints

    The problem requires counting all sign assignments to reach a target sum, which involves exploring exponential combinations.
  2. Step 2: Identify suitable algorithmic pattern

    Greedy and two-pointer approaches fail because they do not consider all combinations. Divide and conquer without memoization is exponential. DP with states representing achievable sums efficiently counts all valid assignments.
  3. Final Answer:

    Option C -> Option C
  4. Quick Check:

    DP handles overlapping subproblems and sums efficiently [OK]
Quick Trick: Counting sign assignments requires DP over sums [OK]
Common Mistakes:
MISTAKES
  • Thinking greedy or sorting solves counting sign assignments
Trap Explanation:
PITFALL
  • Greedy and two-pointer approaches seem simpler but fail to explore all sign combinations.
Interviewer Note:
CONTEXT
  • Tests if candidate recognizes the problem as a variant of 0/1 knapsack DP pattern.
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