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在C++中实现不相交集合(联合查找)
EN

Stack Overflow用户
提问于 2010-12-21 19:38:32
回答 9查看 42.5K关注 0票数 18

我正在尝试实现在Kruskal算法中使用的不相交集合,但我很难确切地理解应该如何做到这一点,特别是如何管理树木森林。在阅读了维基百科对不相交集合的描述之后,在阅读了算法导论(Cormen et al)中的描述之后,我得出了以下结论:

代码语言:javascript
复制
    class DisjointSet
    {
    public:
        class   Node 
        {
        public:
            int         data;
            int         rank;

            Node*       parent;

            Node() : data(0), 
                     rank(0),
                     parent(this) { } // the constructor does MakeSet
        };

        Node*   find(Node*);
        Node*   merge(Node*, Node*); // Union
    };


    DisjointSet::Node*   DisjointSet::find(DisjointSet::Node* n)
    {
        if (n != n->parent) {
            n->parent = find(n->parent);
        }
        return n->parent;
    }

    DisjointSet::Node* DisjointSet::merge(DisjointSet::Node* x,
                                          DisjointSet::Node* y)
    {
        x = find(x);
        y = find(y);

        if (x->rank > y->rank) {
            y->parent = x;
        } else {
            x->parent = y;
            if (x->rank == y->rank) {
                ++(y->rank);
            }
        }
    }

我很确定这是不完整的,我遗漏了一些东西。

算法简介提到应该有一个树木森林,但它没有为这个森林的实际实现提供任何解释。我观看了CS61B第31课:不相交集合( http://www.youtube.com/watch?v=wSPAjGfDl7Q ),在这里,讲师只使用一个数组来存储森林及其所有树和值。没有像我提到的那样明确的“Node”类型的类。我还发现了许多其他的来源(我不能发布超过一个链接),它们也使用这种技术。我很乐意这样做,但这依赖于数组的索引进行查找,而且因为我想存储int以外的类型的值,所以我需要使用其他类型的值(想到的是std::map)。

另一个我不确定的问题是内存分配,因为我使用的是C++。我正在存储指针树,我的MakeSet操作将是: new DisjointSet::Node;。现在,这些节点只有指向其父节点的指针,所以我不确定如何找到树的底部。我怎样才能遍历我的树来释放它们呢?

我理解这种数据结构的基本概念,但我只是对它的实现有点困惑。我们非常欢迎您的意见和建议,谢谢。

EN

回答 9

Stack Overflow用户

发布于 2010-12-21 20:36:47

无论如何都不是一个完美的实现(毕竟是我写的!),但这有帮助吗?

代码语言:javascript
复制
/***
 * millipede: DisjointSetForest.h
 * Copyright Stuart Golodetz, 2009. All rights reserved.
 ***/

#ifndef H_MILLIPEDE_DISJOINTSETFOREST
#define H_MILLIPEDE_DISJOINTSETFOREST

#include <map>

#include <common/exceptions/Exception.h>
#include <common/io/util/OSSWrapper.h>
#include <common/util/NullType.h>

namespace mp {

/**
@brief  A disjoint set forest is a fairly standard data structure used to represent the partition of
        a set of elements into disjoint sets in such a way that common operations such as merging two
        sets together are computationally efficient.

This implementation uses the well-known union-by-rank and path compression optimizations, which together
yield an amortised complexity for key operations of O(a(n)), where a is the (extremely slow-growing)
inverse of the Ackermann function.

The implementation also allows clients to attach arbitrary data to each element, which can be useful for
some algorithms.

@tparam T   The type of data to attach to each element (arbitrary)
*/
template <typename T = NullType>
class DisjointSetForest
{
    //#################### NESTED CLASSES ####################
private:
    struct Element
    {
        T m_value;
        int m_parent;
        int m_rank;

        Element(const T& value, int parent)
        :   m_value(value), m_parent(parent), m_rank(0)
        {}
    };

    //#################### PRIVATE VARIABLES ####################
private:
    mutable std::map<int,Element> m_elements;
    int m_setCount;

    //#################### CONSTRUCTORS ####################
public:
    /**
    @brief  Constructs an empty disjoint set forest.
    */
    DisjointSetForest()
    :   m_setCount(0)
    {}

    /**
    @brief  Constructs a disjoint set forest from an initial set of elements and their associated values.

    @param[in]  initialElements     A map from the initial elements to their associated values
    */
    explicit DisjointSetForest(const std::map<int,T>& initialElements)
    :   m_setCount(0)
    {
        add_elements(initialElements);
    }

    //#################### PUBLIC METHODS ####################
public:
    /**
    @brief  Adds a single element x (and its associated value) to the disjoint set forest.

    @param[in]  x       The index of the element
    @param[in]  value   The value to initially associate with the element
    @pre
        -   x must not already be in the disjoint set forest
    */
    void add_element(int x, const T& value = T())
    {
        m_elements.insert(std::make_pair(x, Element(value, x)));
        ++m_setCount;
    }

    /**
    @brief  Adds multiple elements (and their associated values) to the disjoint set forest.

    @param[in]  elements    A map from the elements to add to their associated values
    @pre
        -   None of the elements to be added must already be in the disjoint set forest
    */
    void add_elements(const std::map<int,T>& elements)
    {
        for(typename std::map<int,T>::const_iterator it=elements.begin(), iend=elements.end(); it!=iend; ++it)
        {
            m_elements.insert(std::make_pair(it->first, Element(it->second, it->first)));
        }
        m_setCount += elements.size();
    }

    /**
    @brief  Returns the number of elements in the disjoint set forest.

    @return As described
    */
    int element_count() const
    {
        return static_cast<int>(m_elements.size());
    }

    /**
    @brief  Finds the index of the root element of the tree containing x in the disjoint set forest.

    @param[in]  x   The element whose set to determine
    @pre
        -   x must be an element in the disjoint set forest
    @throw Exception
        -   If the precondition is violated
    @return As described
    */
    int find_set(int x) const
    {
        Element& element = get_element(x);
        int& parent = element.m_parent;
        if(parent != x)
        {
            parent = find_set(parent);
        }
        return parent;
    }

    /**
    @brief  Returns the current number of disjoint sets in the forest (i.e. the current number of trees).

    @return As described
    */
    int set_count() const
    {
        return m_setCount;
    }

    /**
    @brief  Merges the disjoint sets containing elements x and y.

    If both elements are already in the same disjoint set, this is a no-op.

    @param[in]  x   The first element
    @param[in]  y   The second element
    @pre
        -   Both x and y must be elements in the disjoint set forest
    @throw Exception
        -   If the precondition is violated
    */
    void union_sets(int x, int y)
    {
        int setX = find_set(x);
        int setY = find_set(y);
        if(setX != setY) link(setX, setY);
    }

    /**
    @brief  Returns the value associated with element x.

    @param[in]  x   The element whose value to return
    @pre
        -   x must be an element in the disjoint set forest
    @throw Exception
        -   If the precondition is violated
    @return As described
    */
    T& value_of(int x)
    {
        return get_element(x).m_value;
    }

    /**
    @brief  Returns the value associated with element x.

    @param[in]  x   The element whose value to return
    @pre
        -   x must be an element in the disjoint set forest
    @throw Exception
        -   If the precondition is violated
    @return As described
    */
    const T& value_of(int x) const
    {
        return get_element(x).m_value;
    }

    //#################### PRIVATE METHODS ####################
private:
    Element& get_element(int x) const
    {
        typename std::map<int,Element>::iterator it = m_elements.find(x);
        if(it != m_elements.end()) return it->second;
        else throw Exception(OSSWrapper() << "No such element: " << x);
    }

    void link(int x, int y)
    {
        Element& elementX = get_element(x);
        Element& elementY = get_element(y);
        int& rankX = elementX.m_rank;
        int& rankY = elementY.m_rank;
        if(rankX > rankY)
        {
            elementY.m_parent = x;
        }
        else
        {
            elementX.m_parent = y;
            if(rankX == rankY) ++rankY;
        }
        --m_setCount;
    }
};

}

#endif
票数 3
EN

Stack Overflow用户

发布于 2013-10-10 00:38:48

票数 3
EN

Stack Overflow用户

发布于 2013-10-10 01:15:49

你的实现看起来不错(除了在合并函数中,你要么声明返回void,要么在那里放一个return,我更喜欢返回void)。问题是你需要追踪Nodes*。您可以通过在DisjointSet类上使用vector<DisjointSet::Node*>或在其他地方使用此vector并将DisjointSet的方法声明为static来完成此操作。

以下是run的示例(请注意,我将merge更改为返回空,并且没有将DisjointSet的方法更改为static

代码语言:javascript
复制
int main()
{
    vector<DisjointSet::Node*> v(10);
    DisjointSet ds;

    for (int i = 0; i < 10; ++i) {
        v[i] = new DisjointSet::Node();
        v[i]->data = i;
    }

    int x, y;

    while (cin >> x >> y) {
        ds.merge(v[x], v[y]);
    }

    for (int i = 0; i < 10; ++i) {
        cout << v[i]->data << ' ' << v[i]->parent->data << endl;
    }

    return 0;
}

使用此输入:

代码语言:javascript
复制
3 1
1 2
2 4
0 7
8 9

它打印预期的:

代码语言:javascript
复制
0 7
1 1
2 1
3 1
4 1
5 5
6 6
7 7
8 9
9 9

你的森林是由树木组成的:

代码语言:javascript
复制
   7    1       5    6   9
 /    / | \              |
0    2  3  4             8

所以你的算法很好,据我所知,你有最好的联合查找的复杂度,并且你在你的vector上跟踪你的Node。因此,您可以简单地解除分配:

代码语言:javascript
复制
for (int i = 0; i < int(v.size()); ++i) {
    delete v[i];
}
票数 3
EN
页面原文内容由Stack Overflow提供。腾讯云小微IT领域专用引擎提供翻译支持
原文链接:

https://stackoverflow.com/questions/4498833

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