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Which algorithmic approach guarantees the maximum number of content children?

easy🔍 Pattern Recognition Q11 of Q15
Greedy Algorithms - Assign Cookies
You have a list of children each with a greed factor and a list of cookies each with a size. You want to assign cookies to children so that each child gets at most one cookie and the cookie size is at least the child's greed factor. Which algorithmic approach guarantees the maximum number of content children?
AGreedy algorithm by sorting greed factors and cookie sizes, then assigning smallest sufficient cookie to each child
BDynamic Programming to try all possible assignments and pick the best
CBrute force nested loops checking every cookie for every child without sorting
DDivide and Conquer by splitting children and cookies and merging results
Step-by-Step Solution
  1. Step 1: Understand problem constraints

    Each child can get at most one cookie, and the cookie must satisfy the child's greed factor.
  2. Step 2: Identify optimal approach

    Sorting both greed and cookie arrays allows a greedy assignment from smallest greed to smallest sufficient cookie, ensuring maximum matches.
  3. Final Answer:

    Option A -> Option A
  4. Quick Check:

    Greedy sorting approach is classic for assignment problems [OK]
Quick Trick: Sort both arrays and assign greedily [OK]
Common Mistakes:
MISTAKES
  • Thinking brute force is needed for optimality
  • Assuming DP is required
  • Ignoring sorting leads to suboptimal matches
Trap Explanation:
PITFALL
  • Brute force looks correct but is inefficient; DP is overkill and unnecessary here.
Interviewer Note:
CONTEXT
  • Tests if candidate can recognize greedy pattern in assignment problems.
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