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Algorithm for Generating Combinations from a Single Set
The task at hand is to devise an algorithm that can generate all possible combinations of a specified size from a given character set, effectively functioning as a sampling algorithm. Unlike permutation algorithms, this technique allows for the repetition of characters within combinations.
Recursive Approach
To tackle this problem, we employ a recursive function that takes as input the character set, the desired combination size, and an array of intermediate combinations (initialized as the original set for the initial iteration).
Recursive Step:
Example Implementation
The following PHP code illustrates the implementation of the recursive algorithm:
function sampling($chars, $size, $combinations = array()) { // Base case if (empty($combinations)) { $combinations = $chars; } // Size 1 case if ($size == 1) { return $combinations; } // Initialize new combinations array $new_combinations = array(); // Generate new combinations by concatenating existing and new characters foreach ($combinations as $combination) { foreach ($chars as $char) { $new_combinations[] = $combination . $char; } } // Recursive call return sampling($chars, $size - 1, $new_combinations); }
Example Usage
To demonstrate the functionality, let's consider a set of characters:
$chars = array('a', 'b', 'c');
Using the algorithm, we can generate all combinations of size 2:
$output = sampling($chars, 2); var_dump($output);
Output:
array(9) { [0]=> string(2) "aa" [1]=> string(2) "ab" [2]=> string(2) "ac" [3]=> string(2) "ba" [4]=> string(2) "bb" [5]=> string(2) "bc" [6]=> string(2) "ca" [7]=> string(2) "cb" [8]=> string(2) "cc" }
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