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How to implement backtracking algorithm using java

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Release: 2023-09-19 10:57:03
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How to implement backtracking algorithm using java

How to use Java to implement the backtracking algorithm

  1. Introduction
    The backtracking algorithm is a recursive algorithmic technique used to solve a given problem Search all possible solutions. It works by trying different solutions and going back one step to find the final solution. In this article, we will learn how to implement the backtracking algorithm using Java.
  2. The basic idea of ​​the backtracking algorithm
    The basic idea of ​​the backtracking algorithm is to build the solution step by step and determine whether the constraints are met at each step. If you are not satisfied, go back to the previous step and try other options. This process of trying and backtracking will form a solution space tree.
  3. Framework of the backtracking algorithm
    The following is the basic framework of the backtracking algorithm:
void backtrack(参数) {
    if (满足结束条件) {
        将当前解加入结果集;
        return;
    }

    for (选择 : 所有可选项) {
        做选择;
        backtrack(新参数);
        撤销选择;
    }
}   
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  1. Example: Solving the full permutation problem
    The full permutation problem is based on the backtracking algorithm A typical application. We need to solve given a set of non-repeating numbers and find all possible arrangements.
public class Permutations {
    public List<List<Integer>> permute(int[] nums) {
        List<List<Integer>> result = new ArrayList<>();
        backtrack(nums, new ArrayList<>(), result);
        return result;
    }

    private void backtrack(int[] nums, List<Integer> permutation, List<List<Integer>> result) {
        if (permutation.size() == nums.length) {
            result.add(new ArrayList<>(permutation));
            return;
        }

        for (int i = 0; i < nums.length; i++) {
            if (permutation.contains(nums[i])) {
                continue;
            }
            permutation.add(nums[i]);
            backtrack(nums, permutation, result);
            permutation.remove(permutation.size() - 1);
        }
    }
}
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In the above code, we use the backtrack() method to solve the full permutation problem. At each step, we choose a number and add it to the permutation list. When the size of permutation is equal to the size of the nums array, we add the current solution to the result set. We then deselect and continue trying other options.

  1. Summary
    The backtracking algorithm is a powerful method for solving problems. It can solve various combination problems, such as full permutation, subset, combination, etc. By trying it step by step and backtracking, we can find all solutions that satisfy the conditions. To implement the backtracking algorithm in Java, we need to define the backtracking framework and make recursive calls based on specific problems.

By studying this article, readers should have a certain understanding of how to use Java to implement the backtracking algorithm. I hope this article can be helpful to readers!

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