线性结构 数组与链表

发布时间:2019-09-26 07:19:28编辑:auto阅读(1505)

    线性结构 数组与链表

    线性结构

    线性数据结构有两端,有时被称为左右,某些情况被称为前后。你也可以称为顶部和底部,名字都不重要。将两个线性数据结构区分开的方法是添加和移除项的方式,特别是添加和移除项的位置。例如一些结构允许从一端添加项,另一些允许从另一端移除项。

    数组或列表

    数组(Array)是编程界最常见的数据结构,有些编程语言被称作位列表(List)。几乎所有编程语言都原生内置数组类型,只是形式向略有不同,因为数组是最简单的内存数据结构。

    数组的定义是:一个存储元素的线性集合(Collection),元素可以通过索引(Index)来任意存取,索引通常是数字,用来计算元素之间存储位置的偏移量。

    链表

    数组的缺点:要存储多个元素,数组(或列表)可能是最常见的数据结构。但是数组不总是组织数据的最佳结构。在大多数编程语言中,数组的大小是固定的,所以当数组被填满时,再要加入新的元素会非常困难。并且从数组起点或中间插入或移除元素的成本很高,因为需要将数组中的其他元素向前后平移。

    链表(Linked list)中的元素在内存中不是连续存放的。链表是由一组节点(Node)组成的集合,每个节点由元素本身和一个指向下一个元素的引用(也被称作链接或指针)组成。相对于数组,链表的好处在于,添加或移除元素的时候不需要移动其他元素。

    链表的种类

    单向链表(Singly linked list):是最基本的链表,每个节点一个引用,指向下一个节点。单向链表的第一个节点称为头节点(head node),最后一个节点称为尾节点(tail node),尾节点的引用为空(None),不指向下一个节点。

    双向链表(Doubly linked list)和单向链表的区别在于,在链表中的节点引用是双向的,一个指向下一个元素,一个指向上一个元素。

    循环链表(Circular linked list)和单向链表类似,节点类型都一样。唯一的区别是 ,链表的尾节点引用指向头节点。

    双向循环链表:类似于双向链表,尾节点的后置引用指向头节点,头节点的前置引用指向尾节点。

    单向链表的操作

    方法 操作
    append 向链表尾部添加一个元素
    insert 在链表的指定位置插入一个元素
    pop 从链表特定位置删除并返回元素
    remove 从链表中删除给定的元素
    find 返回元素的索引
    iter 迭代链表元素
    size 获取链表大小
    clear 清空链表

    Python实现单向链表

    # python3
    class Node:
        def __init__(self, value=None, next=None):
            self.value = value
            self.next = next
    
    
    class LinkedList:
        def __init__(self):
            self.head = None
            self.tail = None
            self.size = 0
    
        def append(self, value):
            node = Node(value)
            if self.head is None:
                self.head = node
                self.tail = node
            else:
                self.tail.next = node
                self.tail = node
            self.size += 1
    
        def insert(self, index, value):
            if 0 <= index <= self.size:
                node = Node(value)
                current = self.head
                previous = Node(next=current)
                count = 0
                while count < index:
                    previous = current
                    current = current.next
                    count += 1
                previous.next = node
                node.next = current
                if previous.value is None:
                    self.head = node
                if node.next is None:
                    self.tail = node
                self.size += 1
                return True
            else:
                return False
    
        def pop(self, index):
            if 0 <= index <= self.size and self.head is not None:
                current = self.head
                previous = Node(next=current)
                count = 0
                while count < index:
                    previous = current
                    current = current.next
                    count += 1
                previous.next = current.next
                if previous.value is None:
                    self.head = current.next
                if current.next is None:
                    self.tail = previous
                self.size -= 1
                return current.value
            else:
                return None
    
        def remove(self, item):
            found = False
            current = self.head
            previous = Node(next=current)
            index = 0
            while not found and current is not None:
                if current.value == item:
                    found = True
                else:
                    previous = current
                    current = current.next
                index += 1
            if found:
                previous.next = current.next
                if previous.value is None:
                    self.head = current.next
                if current.next is None:
                    self.tail = previous
                self.size -= 1
                return index
            else:
                return -1
    
        def find(self, item):
            current = self.head
            count = 0
            while current is not None:
                if current.value == item:
                    return count
                else:
                    current = current.next
                    count += 1
            return -1
            
        def iter(self):
            current = self.head
            while current is not None:
                yield current.value
                current = current.next
    
        def size(self):
            return self.size
    
        def clear(self):
            self.head = None
            self.tail = None
            self.size = 0
    
        def is_empty(self):
            return self.size == 0
            
        def __len__(self):
            return self.size()
    
        def __iter__(self):
            iter self.iter()
    
        def __getitem__(self, index):
            return self.find(index)
    
        def __contains__(self, item):
            return self.find(item) != -1

    JavaScript实现单向链表

    // ES6
    class Node {
        constructor(value=null, next=null) {
            this.value = value;
            this.next = next;
        }
    }
    
    class LinkedList {
        constructor() {
            this.head = null;
            this.tail = null;
            this.size = 0;
        }
        append(value) {
            let node = new Node(value);
            if (this.head === null) {
                this.head = node;
                this.tail = node;
            } else {
                this.tail.next = temp;
                this.tail = temp;
            }
            this.size += 1;
        }
        insert(index, value) {
            if (0 <= index <= this.size) {
                let node = new Node(value);
                let current = this.head;
                let previous = new Node(next=current);
                let count = 0;
                while (count < index) {
                    previous = current;
                    current = current.next;
                    count += 1;
                }
                previous.next = node
                node.next = current
                if (previous.value === null) {
                    this.head = node;
                }
                if (node.next === null) {
                    this.tail = node;
                }
                this.size += 1
                return true;
            } else {
                return false;
            }
        }
        pop(index) {
            if (0 <= index <= self.size && this.head === null) {
                let current = this.head;
                let previous = new Node(next=current);
                let count = 0;
                while (count < index) {
                    previous = current;
                    current = current.next;
                    count += 1;
                }
                previous.next = current.next;
                if (previous.value === null) {
                    this.head = current.next;
                }
                if (current.next === null) {
                    this.tail = previous;
                }
                this.size -= 1;
                return current.value;
            } else {
                return null;
            }
        }
        remove(item) {
            let found = false;
            let current = this.head;
            let previous = new Node(next=current);
            let index = 0;
            while (! found && current !== null) {
                if (current.value === item) {
                    found = true;
                } else {
                    previous = current;
                    current = current.next;
                }
                index += 1
            }
            if (found) {
                previous.next = current.next;
                if (previous.value === null) {
                    this.head = current.next;
                }
                if (current.next === null) {
                    this.tail = previous;
                }
                this.size -= 1;
                return index;
            } else {
                return -1;
            }
        }
        find(item) {
            let current = this.head;
            let count = 0;
            while (current !== null) {
                if (current.value === item) {
                    return count;
                } else {
                    current = current.next;
                    count += 1;
                }
            }
            return -1;
        }
        iter() {
            let current = this.head;
            while (current !== null) {
                yield current.value;
                current = current.next;
            }
        }
        size() {
            return this.size;
        }
        clear() {
            this.head = null;
            this.tail = null;
            this.size = 0;
        }
        isEmpty() {
            return this.size === 0;
        }
    }

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