Given an unsorted array of integers, find the length of longest increasing subsequence.
For example,
Given
The longest increasing subsequence is
Given
[10, 9, 2, 5, 3, 7, 101, 18]
,The longest increasing subsequence is
[2, 3, 7, 101]
, therefore the length is 4
. Note that 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?
Credits:
Special thanks to @pbrother for adding this problem and creating all test cases.public class Solution {
public int lengthOfLIS(int[] nums) {
int[] dp = new int[nums.length];
int len = 0;
for(int x : nums) {
int i = binarySearch(dp, 0, len - 1, x);
if(i < 0) i = -(i + 1);
dp[i] = x;
if(i == len) len++;
}
return len;
}
private int binarySearch(int[] dp, int start, int end, int element) {
while (start <= end) {
int mid = start + (end - start) / 2;
if (dp[mid] == element) {
return mid;
} else if (dp[mid] > element) {
end = mid - 1;
} else {
start = mid + 1;
}
}
return -(start + 1);
}
}
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