zoukankan      html  css  js  c++  java
  • Commonly Used Data Structures And Time Complexity

    Trie

    Time Complexity

    Insert/search O(l), l is the length of the word

    Space Complexity

    O(prefixes), O(n * l * l) n words with length l


    Binary Search Tree

    H is the height of the tree, if the tree is balanced, h = logn


    Data Structure

    get

    search

    insert

    delete

    Array

    O(1)

    O(n)

    O(n)

    O(n)

    ArrayList

    O(1)

    O(n)

    O(1)

    O(1)

    LinkedList

    O(n)

    O(n)

    O(1)

    O(1)

    Stack

    O(n)

    O(n)

    O(1)

    O(1)

    PriorityQueue

    O(logn)

    O(n)

    O(logn )

    O(n)

    HashMap

    O(1)

    O(1)

    O(1)

    O(1)

    TreeMap

    O(logn)

    O(n)

    O(logn)

    O(logn)

    HashSet

    O(1)

    O(1)

    O(1)

    O(1)

    Trie

    O(L)

    O(L)

    O(L)

    O(L)

    B Tree

    O(logn)

    O(logn)

    O(logn)

    O(logn)

    Binary Search Tree

    O(h)

    O(h)

    O(h)

    O(h)

     

    Master Theorem Cheatsheet

    EquationTimeSpaceExamples
    T(n) = 2*T(n/2) + O(n) O(nlogn) O(logn) quick_sort
    T(n) = 2*T(n/2) + O(n) O(nlogn) O(n + logn) merge_sort
    T(n) = T(n/2) + O(1) O(logn) O(logn) Binary search
    T(n) = 2*T(n/2) + O(1) O(n) O(logn) Binary tree traversal
    T(n) = T(n-1) + O(1) O(n) O(n) Binary tree traversal
    T(n) = T(n-1) + O(n) O(n^2) O(n) quick_sort(worst case)
    T(n) = n * T(n-1) O(n!) O(n) permutation
    T(n) = T(n-1)+T(n-2)+…+T(1) O(2^n) O(n) combination
        @Test
        public void testQueue() {
            Queue<String> queue = new LinkedList<>();
            queue.offer("a");
            queue.offer("b");
            System.out.println(queue.peek()); // a
            System.out.println(queue.poll()); // a
        }
    
        @Test
        public void testStack() {
            Stack<String> stack = new Stack<>();
            stack.push("a");
            stack.push("b");
            System.out.println(stack.peek()); // b
            System.out.println(stack.pop());  // b
        }
    
        @Test
        public void testDeque() {
            Deque<String> deque = new LinkedList<>();
            String[] array = {"1", "2", "3", "4"};
    
            // used as a stack
            for (String ele: array) {
                deque.push(ele);
            }
            System.out.println(deque.peekFirst()); // 4
            System.out.println(deque.peekLast());  // 1
            System.out.println(deque.pop());  // 4
            System.out.println(deque.removeFirst());  // 3
            System.out.println(deque.removeLast());  // 1
    
            deque.clear();
    
            // used as a queue
            for (String ele: array) {
                deque.offer(ele);
            }
            System.out.println(deque.peekFirst()); // 1
            System.out.println(deque.peekLast());  // 4
            System.out.println(deque.poll());  // 1
            System.out.println(deque.removeFirst());  // 2
            System.out.println(deque.removeLast());  // 4
        }
    
        @Test
        public void testPriorityQueue() {
            Integer[] array = {3, 1, 4, 2};
            // By default it is a min heap
            PriorityQueue<Integer> minHeap = new PriorityQueue<>();
            for (Integer ele: array) {
                minHeap.offer(ele);
            }
    
            System.out.println(minHeap.poll());  // 1
    
            // Create a max heap
            PriorityQueue<Integer> maxHeap = new PriorityQueue<>(Collections.reverseOrder());
            // PriorityQueue<Integer> maxHeap = new PriorityQueue<>((x, y) -> y - x);
    
            for (Integer ele: array) {
                maxHeap.offer(ele);
            }
    
            System.out.println(maxHeap.poll());  // 4
        }
  • 相关阅读:
    安装vim
    linux输入法
    freemarker 超出字符用省略号表示
    三维数组去重
    php 相同的产品 一个背景色
    php 判断白天黑夜
    PHP-preg_replace过滤字符串代码
    checkbox 更新回显
    php socket编程入门
    命令行执行php
  • 原文地址:https://www.cnblogs.com/codingforum/p/9990861.html
Copyright © 2011-2022 走看看