Climbing Stairs
Problem
You are climbing a stair case. It takes n steps to reach to the top.
Each time you can either climb 1 or 2 steps. In how many distinct ways can you climb to the top?
Note: Given n will be a positive integer.
Solution
Typical DP Solution: O(n) time and O(n) space
public class Solution {
public int climbStairs(int n) {
if (n == 1) return 1;
int[] dp = new int[n + 1];
dp[1] = 1;
dp[2] = 2;
for (int i = 3; i <= n; i++) dp[i] = dp[i - 1] + dp[i - 2];
return dp[n];
}
}
Reduced Space DP Solution: O(n) time and O(1) space
public class Solution {
public int climbStairs(int n) {
if (n == 1) return 1;
int first = 1, second = 2, res = 0;
for (int i = 3; i <= n; i++) {
res = first + second;
first = second;
second = res;
}
return second; //We don't return res to make n == 2 works in the codes
}
}
Analysis
A typical Dynamic Programming Problem
Similar to Fibonacci Number problem
We use the previous two stairs to calculate the steps for current stair