Created
July 24, 2015 12:53
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Reservoir Sampling
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#include <stdio.h> | |
#include <stdlib.h> | |
#include <time.h> | |
// A utility function to print an array | |
void printArray(int stream[], int n) { | |
for (int i = 0; i < n; i++) { | |
printf("%d ", stream[i]); | |
} | |
printf("\n"); | |
} | |
// A function to randomly select k items from stream[0..n-1]. | |
void selectKItems(int stream[], int n, int k) { | |
int i; // index for elements in stream[] | |
// reservoir[] is the output array. Initialize it with | |
// first k elements from stream[] | |
int reservoir[k]; | |
for (i = 0; i < k; i++) { | |
reservoir[i] = stream[i]; | |
} | |
// Use a different seed value so that we don't get | |
// same result each time we run this program | |
srand((unsigned int) time(NULL)); | |
// Iterate from the (k+1)th element to nth element | |
for (; i < n; i++) { | |
// Pick a random index from 0 to i. | |
int j = rand() % (i + 1); | |
// If the randomly picked index is smaller than k, then replace | |
// the element present at the index with new element from stream | |
if (j < k) { | |
reservoir[j] = stream[i]; | |
} | |
} | |
printf("Following are k randomly selected items \n"); | |
printArray(reservoir, k); | |
} | |
// Driver program to test above function. | |
int main() { | |
int stream[] = { 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 }; | |
int n = sizeof(stream) / sizeof(stream[0]); | |
int k = 5; | |
selectKItems(stream, n, k); | |
return 0; | |
} |
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