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
本题要求在O(n)时间内求解。用delta储存相邻两个数的差,如果相邻的两个delta不同负号,那么说明子序列摇摆了一次。参看下图的nums的plot。这个例子的答案是7。平的线段部分我们支取最左边的一个点。除了最左边的边界点,我们要求delta != 0, 并且newDelta * delta <= 0。(这里不能只取<号),否则dot 5和7就会被忽略,因为他们的newDelta*delta = 0。
def wiggleMaxLength(self, nums):
"""
:type nums: List[int]
:rtype: int
"""
n = len(nums)
if n <= 1:
return n delta = nums[1] - nums[0]
cnt = 1 + (delta != 0) for i in range(1, n-1):
newDelta = nums[i+1] - nums[i]
if newDelta != 0 and newDelta*delta <= 0:
cnt += 1
delta = newDelta
return cnt
还可以用inc 和 dec来维护最后小段是升序列,或者是降序列的子序列长度。所以如果nums[x] > nums[x - 1],说明最后一小段是升序列,由于我们需要的摇摆子序列,所以inc = dec + 1。反之同理。最后比较一下inc和dec哪个更长。这么做的好处是避免了分情况处理边界值。
def wiggleMaxLength(self, nums):
"""
:type nums: List[int]
:rtype: int
"""
size = len(nums)
inc, dec = 1, 1
for x in range(1, size):
if nums[x] > nums[x - 1]:
inc = dec + 1
elif nums[x] < nums[x - 1]:
dec = inc + 1 return max(inc, dec) if size else 0