MaxProfit - Embedded System Interview

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Thứ Hai, 20 tháng 1, 2020

MaxProfit

An array A consisting of N integers is given. It contains daily prices of a stock share for a period of N consecutive days. If a single share was bought on day P and sold on day Q, where 0 ≤ P ≤ Q < N, then the profit of such transaction is equal to A[Q] − A[P], provided that A[Q] ≥ A[P]. Otherwise, the transaction brings loss of A[P] − A[Q].

For example, consider the following array A consisting of six elements such that:
  A[0] = 23171
  A[1] = 21011
  A[2] = 21123
  A[3] = 21366
  A[4] = 21013
  A[5] = 21367

If a share was bought on day 0 and sold on day 2, a loss of 2048 would occur because A[2] − A[0] = 21123 − 23171 = −2048. If a share was bought on day 4 and sold on day 5, a profit of 354 would occur because A[5] − A[4] = 21367 − 21013 = 354. Maximum possible profit was 356. It would occur if a share was bought on day 1 and sold on day 5.

Write a function,

    int solution(vector<int> &A);

that, given an array A consisting of N integers containing daily prices of a stock share for a period of N consecutive days, returns the maximum possible profit from one transaction during this period. The function should return 0 if it was impossible to gain any profit.

For example, given array A consisting of six elements such that:
  A[0] = 23171
  A[1] = 21011
  A[2] = 21123
  A[3] = 21366
  A[4] = 21013
  A[5] = 21367

the function should return 356, as explained above.

Write an efficient algorithm for the following assumptions:

        N is an integer within the range [0..400,000];
        each element of array A is an integer within the range [0..200,000].


int solution(vector<int> &A) {
    // write your code in C++11 (g++ 4.8.2)
    if (A.size() == 0) return 0;
    
    int min_val = A[0];
    vector<int> vmin(A.size());
    for (size_t i = 0; i < A.size(); i++) {
        min_val = min(min_val, A[i]);        
        vmin[i] = min_val;
    }
    
    vector<int> vmax(A.size());
    int max_val = A[int(A.size()) - 1];
    
    for (int i = int(A.size()) - 1; i >= 0; i--) {
        max_val = max(max_val, A[i]);
        vmax[i] = max_val;
    }
    
    int max_profit = 0;
    for (size_t i = 0; i < A.size(); i++) {
        max_profit = max(vmax[i] - vmin[i], max_profit);
    }
    
    return max_profit;    
}

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