Combinations
Given two integers n and k, return all possible combinations of k numbers out of 1 ... n.
For example, If n = 4 and k = 2, a solution is:[ [2, 4], [3, 4], [2, 3], [1, 2], [1, 3], [1, 4], ]
Personally I think,
time complexity = O(n^k), n and k are input.
Thank you for all help.
Finally, the time complexity = O(C(n,k) * k) = O((n!/(k! * (n - k)!)) * k), n and k is input,
Since, each time when we get a combination, we need copy subList list to one_rest, which is O(k), there is C(n, k) * k.
C++
#include <vector> using namespace std; class Solution { public: vector<vector<int> > combine(int n, int k) { vector<vector<int>> list; // Input validation. if (n < k) return list; int start = 1; vector<int> subList; helper(n, k, start, list, subList); return list; } void helper(int n, int k, int start, vector<vector<int>> &list, vector<int> &subList) { // Base case. if (subList.size() == k) { vector<int> one_rest(subList); list.push_back(one_rest); return; } if (start > n) return; for (int i = start; i <= n; i ++) { // Have a try. subList.push_back(i); // Do recursion. helper(n, k, i + 1, list, subList); // Roll back. subList.pop_back(); } } };
The time complexity is equal to the number of combinations there are.
To calculate combinations, we will use the formula nCr = n! / r! * (n - r)!, where n represents the total number of items, and r represents the number of items being chosen at a time. To calculate a combination, you will need to calculate a factorial.
The time complexity analysis for Combination If an array of size n is given, then it will take O(n2) time to perform the task.
The time complexity is O(k * 2^N) , where k is the average length of each possible solution. Copying such a possible solution list takes O(k) time. Solution Space: Since each element is used only once (use it or not), intuitively we would say the size of the solution space is at most 2^N .
The complexity is O(C(n,k))
which is O(n choose k)
.
This ends up being equivalent to O(min(n^k, n^(n-k)))
.
Since you are using lists, push_back
and pop_back
are O(1)
operations. Also, you end up generating a valid combination exactly once. Thus, the complexity is O(n choose k)
.
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