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Which algorithmic approach guarantees the optimal total profit?

easy🔍 Pattern Recognition Q11 of Q15
Greedy Algorithms - Best Time to Buy and Sell Stock II
You are given an array representing daily stock prices. You want to maximize profit by making as many buy-sell transactions as you like, but you must sell before you buy again. Which algorithmic approach guarantees the optimal total profit?
AGreedy approach summing all positive price differences between consecutive days
BDynamic Programming with memoization to explore all buy-sell pairs
CSingle pass to find the maximum single buy-sell pair profit
DDivide and conquer to split the array and combine profits
Step-by-Step Solution
Solution:
  1. Step 1: Understand the problem constraints

    The problem allows unlimited transactions but requires selling before buying again, so multiple buy-sell pairs can be combined.
  2. Step 2: Identify the approach that captures all profitable segments

    Summing all positive consecutive day price differences captures every profitable transaction, ensuring maximum total profit.
  3. Final Answer:

    Option A -> Option A
  4. Quick Check:

    Summing positive differences matches the optimal profit for all test cases [OK]
Quick Trick: Sum all positive consecutive price differences [OK]
Common Mistakes:
MISTAKES
  • Trying to find only one best buy-sell pair
  • Using complex DP when greedy suffices
  • Ignoring multiple transactions allowed
Trap Explanation:
PITFALL
  • Many think only one transaction is allowed, so they pick max single pair profit, but multiple transactions yield more profit.
Interviewer Note:
CONTEXT
  • Tests if candidate recognizes greedy pattern for multiple transactions profit maximization.
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