给定一个单向的链表,要求以相等的概率返回
要求:时间复杂度o(n),空间复杂度o(1)
原文描述:Given a singly linked list, return a random node's value from the linked list. Each node must have the same probability of being chosen.
Follow up:What if the linked list is extremely large and its length is unknown to you? Could you solve this efficiently without using extra space?
Example:// Init a singly linked list [1,2,3].
ListNode head = new ListNode(1);
head.next = new ListNode(2);
head.next.next = new ListNode(3);
Solution solution = new Solution(head);
// getRandom() should return either 1, 2, or 3 randomly. Each element should have equal probability of returning.
solution.getRandom();
思路分析:
- 因为链表的长度不固定,也没法通过下标取值,只能一边遍利,一边取值
- 考虑在遍历时候,动态记录长度n,然后保证当前值的返回概率是1/n,我们以第2个数为例(就是head.next.val)选取的概率为(1/2) (2/3)(3/4) ……….. (n-1) / n = 1/n (选取第2个数在长度为2的时候为1/2,其他的都不要选)而对于任意的第x数,由于可以覆盖前面的数,均有: (1/x) (x/(x+1)) *…….(n-1) / n = 1/n
- 第n个数就直接1/n
import java.util.Random;
public class Solution {
/** @param head The linked list's head.
Note that the head is guaranteed to be not null, so it contains at least one node. */
ListNode head = null;
Random random = null;
public Solution(ListNode head) {
this.head = head;
random = new Random();
}
/** Returns a random node's value. */
public int getRandom() {
ListNode result = null;
ListNode current = head;
for(int n = 1;current != null;n++){
if(random.nextInt(n) == 0){
result = current;
}
current = current.next;
}
return result.val;
}
}
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