C Program For Selecting A Random Node From A Singly Linked List
Last Updated :
21 Jul, 2022
Given a singly linked list, select a random node from the linked list (the probability of picking a node should be 1/N if there are N nodes in the list). You are given a random number generator.
Below is a Simple Solution:
- Count the number of nodes by traversing the list.
- Traverse the list again and select every node with probability 1/N. The selection can be done by generating a random number from 0 to N-i for i’th node, and selecting the i’th node only if the generated number is equal to 0 (or any other fixed number from 0 to N-i).
We get uniform probabilities with the above schemes.
i = 1, probability of selecting first node = 1/N
i = 2, probability of selecting second node =
[probability that first node is not selected] *
[probability that second node is selected]
= ((N-1)/N)* 1/(N-1)
= 1/N
Similarly, probabilities of other selecting other nodes is 1/N
The above solution requires two traversals of linked list.
How to select a random node with only one traversal allowed?
The idea is to use Reservoir Sampling. Following are the steps. This is a simpler version of Reservoir Sampling as we need to select only one key instead of k keys.
(1) Initialize result as first node
result = head->key
(2) Initialize n = 2
(3) Now one by one consider all nodes from 2nd node onward.
(a) Generate a random number from 0 to n-1.
Let the generated random number is j.
(b) If j is equal to 0 (we could choose other fixed numbers
between 0 to n-1), then replace result with the current node.
(c) n = n+1
(d) current = current->next
Below is the implementation of above algorithm.
C
#include<stdio.h>
#include<stdlib.h>
#include <time.h>
struct Node
{
int key;
struct Node* next;
};
void printRandom( struct Node *head)
{
if (head == NULL)
return ;
srand ( time (NULL));
int result = head->key;
struct Node *current = head;
int n;
for (n = 2; current != NULL; n++)
{
if ( rand () % n == 0)
result = current->key;
current = current->next;
}
printf ( "Randomly selected key is %d" ,
result);
}
struct Node *newNode( int new_key)
{
struct Node* new_node =
( struct Node*) malloc ( sizeof ( struct Node));
new_node->key = new_key;
new_node->next = NULL;
return new_node;
}
void push( struct Node** head_ref,
int new_key)
{
struct Node* new_node = new Node;
new_node->key = new_key;
new_node->next = (*head_ref);
(*head_ref) = new_node;
}
int main()
{
struct Node *head = NULL;
push(&head, 5);
push(&head, 20);
push(&head, 4);
push(&head, 3);
push(&head, 30);
printRandom(head);
return 0;
}
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Time Complexity: O(n), as we are using a loop to traverse n times. Where n is the number of nodes in the linked list.
Auxiliary Space: O(1), as we are not using any extra space.
Note that the above program is based on the outcome of a random function and may produce different output.
How does this work?
Let there be total N nodes in list. It is easier to understand from the last node.
The probability that the last node is resulting simply 1/N [For last or N’th node, we generate a random number between 0 to N-1 and make the last node as a result if the generated number is 0 (or any other fixed number]
The probability that second last node is result should also be 1/N.
The probability that the second last node is the result
= [Probability that the second last node replaces result] X
[Probability that the last node doesn't replace the result]
= [1 / (N-1)] * [(N-1)/N]
= 1/N
Similarly, we can show probability for 3rd last node and other nodes. Please refer complete article on Select a Random Node from a Singly Linked List for more details!
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