(Leetcode) 121 - Best Time to Buy and Sell Stock
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위 링크에 있는 추천 문제들을 시간이 있을때마다 풀어보려고 한다.
https://leetcode.com/problems/best-time-to-buy-and-sell-stock/description/
array 문제다. 동시에 DP 문제다.
심플하게 생각하기
그냥 모든 상황에 대해서 가격을 계산한 후 max 값을 반환한다.
class Solution:
def maxProfit(self, prices: List[int]) -> int:
max = 0
current = 0
while current < len(prices):
currentPrice = prices[current]
for price in prices[current + 1:]:
if price - currentPrice > max:
max = price - currentPrice
current += 1
return max
아래와 같은 입력값에 대해서 시간 복잡도 초과가 발생되었다.
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고도화 해보기
pointer를 2개 써야한다.
한 날(buy)을 기준으로 특정한 날(sell)에 판매했을 때의 최대 이익을 계산한다.
여기서 생각해볼 점은 다음날 값이 내려간다면, 그 날은 최대 이익이 발생할 수 있는 날은 아니라는 것이다.
내려간 만큼 다음날에는 더 큰 이득을 얻을 수 있을 것이기 때문이다.
따라서 값이 내려갈 경우에는 거기서부터 다시 계산을 시작한다.
class Solution:
def maxProfit(self, prices: List[int]) -> int:
if len(prices) < 1:
return 0
maxProfit = 0
buy = 0
sell = 1
while buy < len(prices) and sell < len(prices):
if prices[sell] < prices[buy]:
buy = sell
sell = buy + 1
else:
maxProfit = max(maxProfit, prices[sell] - prices[buy])
sell += 1
return maxProfit
최종적으로 위와 같이 작성되었다. easy 문제로 되어있는데 개인적으로는 지금까지 문제중에서 가장 어려웠던것 같다.
(24.04.24 추가) java 풀이 추가
class Solution {
public int maxProfit(int[] prices) {
int buyAt = 0;
int profit = 0;
for(int i = 1; i < prices.length; i++) {
if (prices[i] < prices[buyAt]) {
buyAt = i;
} else {
profit = Math.max(profit, prices[i] - prices[buyAt]);
}
}
return profit;
}
}
TC, SC
이 풀이의 시간 복잡도는 O(n)이고, 공간 복잡도는 O(1)이다.