Given an unsorted array of integers, find the length of longest increasing subsequence.
Example:
Input:[10,9,2,5,3,7,101,18]
Output: 4
Explanation: The longest increasing subsequence is[2,3,7,101]
, therefore the length is4
.
Note:
There may be more than one LIS combination, it is only necessary for you to return the length.
Your algorithm should run in O(n2) complexity.
Follow up: Could you improve it to O(n log n) time complexity?
Solution: DP
dp[i] stands for the length of LIS ends with nums[i] (nums[i] must be used)
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code
class Solution {
public int lengthOfLIS(int[] nums) {
if(nums.length < 2) return nums.length; int result = 1;
int[] dp = new int[nums.length]; for(int i = 0; i < nums.length; i++){
dp[i] = 1;
} for(int i = 1; i< nums.length; i++){
for(int j = 0; j < i; j++){
if(nums[j] < nums[i]){
dp[i] = Math.max(dp[i], dp[j]+1);
}
}
result = Math.max(result, dp[i]);
}
return result;
}
}