问题描述
Given an unsorted array, find the maximum difference between the successive elements in its sorted form.
Try to solve it in linear time/space.
Return 0 if the array contains less than 2 elements.
You may assume all elements in the array are non-negative integers and fit in the 32-bit signed integer range.
问题分析
又是一道hard题,上来直接没思路呀。
参考了网上的解题报告,是利用桶排序的思想。
最关键的一点是,设数组中有n个元素,其中最大值为b,最小值为a,则排序后相邻两个元素的差值不会小于⌈(b-a) / (n-1)⌉!
因此做法为,设置桶的大小为size = ⌈(b-a) / (n-1)⌉,那么桶的个数为(b-a) / size + 1;遍历数组,对每个桶记录其最大值和最小值;最后遍历一遍桶,最大的gap不会出现在桶的内部,而在桶之间,因此获得“后一个非空桶的最小值减前一个非空桶的最大值”的最大值,即为要求的值。
AC代码
class Solution(object):
def maximumGap(self, nums):
"""
:type nums: List[int]
:rtype: int
"""
n = len(nums)
if n < 2:
return 0
b = a = nums[0]
for i in nums:
if i > b:
b = i
if i < a:
a = i
if a == b:
return 0
size = (b-a) / (n-1)
if (b-a) % (n-1) != 0:
size += 1
num = (b-a) / size + 1
bucket_b = [None for i in range(num)]
bucket_a = [None for i in range(num)]
for i in nums:
bucket = (i-a)/size
if not bucket_b[bucket] or i > bucket_b[bucket]:
bucket_b[bucket] = i
if not bucket_a[bucket] or i < bucket_a[bucket]:
bucket_a[bucket] = i
gap = 0
p = 0
while True:
q = p+1
while q < num and not bucket_a[q]:
q += 1
if q == num:
break
if gap < bucket_a[q] - bucket_b[p]:
gap = bucket_a[q] - bucket_b[p]
p = q
return gap
Runtime: 59 ms, which beats 83.05% of Python submissions.
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