Last active
September 24, 2019 23:34
-
-
Save forkercat/9b65d61454b1f46ddea841a6d4021574 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
public class BuyAndSellStock { | |
/** | |
* Brute-Force | |
* Time: O(N^2) | |
*/ | |
public static double maxProfitBruteForce(List<Double> prices) { | |
double maxProfit = 0.0; | |
for (int i = 0; i < prices.size(); ++i) { | |
for (int j = i; j < prices.size(); ++j) { | |
double profit = prices.get(j) - prices.get(i); | |
if (profit > maxProfit) { | |
maxProfit = profit; | |
} | |
} | |
} | |
return maxProfit; | |
} | |
/** | |
* Divide-and-Conquer | |
* Time: O(N) | |
*/ | |
// BuySell (helper class) | |
private static class BuySell { | |
int buyTime; int sellTime; | |
int minTime; int maxTime; | |
BuySell(int b, int s, int min, int max) { | |
buyTime = b; sellTime = s; minTime = min; maxTime = max; | |
} | |
} | |
public static double maxProfitCDQ(List<Double> prices) { | |
BuySell result = maxProfit(prices, 0, prices.size() - 1); | |
return prices.get(result.sellTime) - prices.get(result.buyTime); | |
} | |
// helper function | |
private static BuySell maxProfit(List<Double> prices, int lo, int hi) { | |
if (lo >= hi) { // base case: only 1 time left | |
return new BuySell(lo, lo, lo, lo); | |
} | |
// divide | |
int mid = lo + (hi - lo) / 2; | |
// conquer | |
BuySell left = maxProfit(prices, lo, mid); | |
BuySell right = maxProfit(prices, mid + 1, hi); | |
// combine | |
return combine(prices, left, right); | |
} | |
private static BuySell combine(List<Double> prices, BuySell left, BuySell right) { | |
// case 1 (left.buyTime, left.sellTime) | |
double bestProfit = prices.get(left.sellTime) - prices.get(left.buyTime); | |
int bestBuyTime = left.buyTime; // set case 1 as default | |
int bestSellTime = left.sellTime; | |
// case 2 (right.buyTime, right.sellTime) | |
double case2Profit = prices.get(right.sellTime) - prices.get(right.buyTime); | |
if (case2Profit > bestProfit) { // compare | |
bestProfit = case2Profit; | |
bestBuyTime = right.buyTime; | |
bestSellTime = right.sellTime; | |
} | |
// case 3 (left.minTime, right.maxTime) | |
double case3Profit = prices.get(right.maxTime) - prices.get(left.minTime); | |
if (case3Profit > bestProfit) { // compare | |
bestProfit = case3Profit; | |
bestBuyTime = left.minTime; | |
bestSellTime = right.maxTime; | |
} | |
// update min and max | |
int newMinTime = (prices.get(left.minTime) < prices.get(right.minTime)) ? left.minTime : right.minTime; | |
int newMaxTime = (prices.get(left.maxTime) > prices.get(right.maxTime)) ? left.maxTime : right.maxTime; | |
return new BuySell(bestBuyTime, bestSellTime, newMinTime, newMaxTime); | |
} | |
/** | |
* OnePass | |
* Time: O(N) | |
* Space: O(1) | |
*/ | |
public static double computeMaxProfit(List<Double> prices) { | |
double maxProfit = 0.0; // cannot init with Double.MIN_VALUE | |
double minPrice = Double.MAX_VALUE; | |
for (double price : prices) { | |
maxProfit = Math.max(maxProfit, price - minPrice); | |
minPrice = Math.min(minPrice, price); | |
} | |
return maxProfit; | |
} | |
} | |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment