Maximum Gap
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.
桶排序
复杂度
O(N) 时间 O(N) 空间
思路
假设有N个元素A到B。
那么最大差值一定大于floor[(B - A) / (N - 1)],floor就是向下取整
令bucket(桶)的大小len = floor[(B - A) / (N - 1)],则最多会有(B - A) / len + 1个桶
对于数组中的任意整数K,很容易通过算式loc = (K - A) / len找出其桶的位置,然后维护每一个桶的最大值和最小值
由于同一个桶内的元素之间的差值至多为len - 1,因此最终答案不会从同一个桶中选择。
对于每一个非空的桶p,找出下一个非空的桶q,则q.min - p.max可能就是备选答案。返回所有这些可能值中的最大值。
注意
注意特殊情况
代码
主程序:
public int maximumGap(int[] nums) {
int n = nums.length;
if (n <= 1)
return 0;
int max = getMax(nums);
int min = getMin(nums);
int len = (max - min) / (n - 1);//桶长
if (len == 0)
return max - min;
int k = ((max - min) / len) + 1;//桶数
Bucket[] buckets = new Bucket[k];
init(buckets, min, len);
fill(buckets, nums, min, len);
int maxGap = find(buckets);
return maxGap;
}
Utilities:
public int getMax(int[] nums) {
int max = Integer.MIN_VALUE;
for (int cur : nums)
max = Math.max(cur, max);
return max;
}
public int getMin(int[] nums) {
int min = Integer.MAX_VALUE;
for (int cur : nums)
min = Math.min(cur, min);
return min;
}
public int find(Bucket[] buckets) {
int premax = Integer.MIN_VALUE;
int curmin = Integer.MAX_VALUE;
int max = Integer.MIN_VALUE;
for (int i = 0; i < buckets.length; i++) {
if (buckets[i].min != Integer.MAX_VALUE)
curmin = buckets[i].min;
if (premax != Integer.MIN_VALUE && curmin != Integer.MAX_VALUE)
max = Math.max(curmin - premax, max);
if (buckets[i].max != Integer.MIN_VALUE)
premax = buckets[i].max;
}
return max;
}
public void fill(Bucket[] buckets, int[] nums, int min, int len) {
for (int cur : nums) {
int whichBucket = (cur - min) / len;
buckets[whichBucket].max = Math.max(buckets[whichBucket].max, cur);
buckets[whichBucket].min = Math.min(buckets[whichBucket].min, cur);
}
}
public void init(Bucket[] buckets, int min, int len) {
for (int i = 0; i < buckets.length; i++) {
buckets[i] = new Bucket(min, min + len - 1);
min = min + len;
}
}
Bucket类:
class Bucket {
int left;//inclusive,其实这个是没必要的
int right;//inclusive,其实这个是没必要的
int max;
int min;
Bucket(int left, int right) {
this.left = left;
this.right = right;
this.max = Integer.MIN_VALUE;
this.min = Integer.MAX_VALUE;
}
}
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