How do I calculate the median in C++?
To calculate the median in C++, you first need to sort the array of numbers. Then, if the number of elements is odd, the median is the middle element; if even, it's the average of the two middle elements.
Can you show me a code example?
Sure! Here's a simple example:
#include <iostream>
#include <vector>
#include <algorithm>
double calculateMedian(std::vector<int>& nums) {
std::sort(nums.begin(), nums.end());
int n = nums.size();
if (n % 2 == 0) {
return (nums[n/2 - 1] + nums[n/2]) / 2.0;
} else {
return nums[n/2];
}
}
int main() {
std::vector<int> numbers = {3, 1, 4, 1, 5, 9};
std::cout << "Median: " << calculateMedian(numbers) << std::endl;
return 0;
}
This code sorts the numbers and calculates the median.
What if I have a large dataset?
For large datasets, consider using more efficient data structures or algorithms, like a min-heap and max-heap approach, to maintain the median in logarithmic time.
Can you explain that approach?
Certainly! By using two heaps, a max-heap for the lower half and a min-heap for the upper half, you can efficiently balance the two halves and find the median in O(log n) time as you add new numbers.
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