A sequence of numbers is called a wiggle sequence if the differences between successive numbers strictly alternate between positive and negative. The first difference (if one exists) may be either positive or negative. A sequence with fewer than two elements is trivially a wiggle sequence.
For example, [1,7,4,9,2,5]
is a wiggle sequence because the differences (6,-3,5,-7,3) are
alternately positive and negative. In contrast, [1,4,7,2,5]
and [1,7,4,5,5]
are
not wiggle sequences, the first because its first two differences are positive and the second because its last difference is zero.
Given a sequence of integers, return the length of the longest subsequence that is a wiggle sequence. A subsequence is obtained by deleting some number of elements (eventually, also zero) from the original sequence, leaving the remaining elements in their original order.
Examples:
Input: [1,7,4,9,2,5] Output: 6 The entire sequence is a wiggle sequence. Input: [1,17,5,10,13,15,10,5,16,8] Output: 7 There are several subsequences that achieve this length. One is [1,17,10,13,10,16,8]. Input: [1,2,3,4,5,6,7,8,9] Output: 2
Follow up:
Can you do it in O(n) time?
解法一:
dp的思想。up,down两个数组的元素分别表示到第i个数字,以上升或者下降结束的最长subsequence的长度。nums[i] > nums[i-1]表示上升,down[i-1]是在i-1元素以下降结束的subsequence的长度,所以up[i] = down[i-1] + 1, down[i] = down[i-1]。相应的得到nums[i] < nums[i-1]的递推公式。
class Solution {
public:
int wiggleMaxLength(vector<int>& nums) {
if(nums.size()<=2) return nums.size();
vector<int> up(nums.size(),0);
vector<int> down(nums.size(),0);
up[0] = down[0] = 1;
for(int i=1; i<nums.size(); i++){
if(nums[i-1]<nums[i]){
up[i] = down[i-1]+1;
down[i] = down[i-1];
}
else if(nums[i-1]>nums[i]){
down[i] = up[i-1]+1;
up[i] = up[i-1];
}
else{
down[i] = down[i-1];
up[i] = up[i-1];
}
}
return max(down.back(), up.back());
}
};
解法二:
O(n)的方法。up表示以nums[i-1]结尾并且上升的最长subsequence的长度,down表示以nuts[i-1]结尾并且下降的最长subsequence的长度。所以,当num[i]>nums[i-1]说明可以接上down的subsequence,up长度为down+1。如果num[i] < nums[i-1],则down = up + 1。
class Solution {
public:
int wiggleMaxLength(vector<int>& nums) {
int up = 1, down = 1, n = nums.size();
for(int i= 1; i<n; i++){
if (nums[i]>nums[i-1]) up = down + 1;
else if (nums[i] < nums[i-1]) down = up + 1;
}
return min(n,max(up,down));
}
};