Medium
Kth Largest Element in an Array — C++
Full explanation · Time O(n) on average · Space O(1)
// Time: O(n) on average, using Median of Medians could achieve O(n) (Intro Select)
// Space: O(1)
// optimized for duplicated nums
class Solution {
public:
int findKthLargest(vector<int>& nums, int k) {
nth_element(nums, k - 1);
return nums[k - 1];
}
private:
void nth_element(vector<int>& nums, int n) {
int left = 0, right = size(nums) - 1;
default_random_engine gen((random_device())());
while (left <= right) {
// Generates a random int in [left, right].
uniform_int_distribution<int> dis(left, right);
int pivot_idx = dis(gen);
const auto& [pivot_left, pivot_right] = TriPartition(left, right, nums[pivot_idx], &nums);
if (pivot_left <= n && n <= pivot_right) {
return;
} else if (pivot_left > n) {
right = pivot_left - 1;
} else { // pivot_right < n.
left = pivot_right + 1;
}
}
}
pair<int, int> TriPartition(int left, int right, int target, vector<int> *nums) {
for (int mid = left; mid <= right;) {
if ((*nums)[mid] == target) {
++mid;
} else if ((*nums)[mid] > target) {
swap((*nums)[left++], (*nums)[mid]);
++mid;
} else {
swap((*nums)[mid], (*nums)[right--]);
}
}
return {left, right};
}
};
// Time: O(n) on average, using Median of Medians could achieve O(n) (Intro Select)
// Space: O(1)
class Solution2 {
public:
int findKthLargest(vector<int>& nums, int k) {
int left = 0, right = nums.size() - 1;
default_random_engine gen((random_device())());
while (left <= right) {
// Generates a random int in [left, right].
uniform_int_distribution<int> dis(left, right);
int pivot_idx = dis(gen);
int new_pivot_idx = PartitionAroundPivot(left, right, pivot_idx, &nums);
if (new_pivot_idx == k - 1) {
break;
} else if (new_pivot_idx > k - 1) {
right = new_pivot_idx - 1;
} else { // new_pivot_idx < k - 1.
left = new_pivot_idx + 1;
}
}
return nums[k - 1];
}
int PartitionAroundPivot(int left, int right, int pivot_idx, vector<int>* nums) {
auto& nums_ref = *nums;
int pivot_value = nums_ref[pivot_idx];
int new_pivot_idx = left;
swap(nums_ref[pivot_idx], nums_ref[right]);
for (int i = left; i < right; ++i) {
if (nums_ref[i] > pivot_value) {
swap(nums_ref[i], nums_ref[new_pivot_idx++]);
}
}
swap(nums_ref[right], nums_ref[new_pivot_idx]);
return new_pivot_idx;
}
};
// Time: O(n) ~ O(n^2)
// Space: O(1)
class Solution3 {
public:
int findKthLargest(vector<int>& nums, int k) {
nth_element(nums.begin(), next(nums.begin(), k - 1), nums.end(), greater<int>());
return *next(nums.begin(), k - 1);
}
};