zoukankan      html  css  js  c++  java
  • Summary: sorting Algorithms

    Insertion sort is a simple sorting algorithm that builds the final sorted array (or list) one item at a time. It is much less efficient on large lists than more advanced algorithms such as quicksortheapsort, or merge sort.

    Time Complexity: O(N^2)

    for i ← 1 to length(A) - 1
        j ← i
        while j > 0 and A[j-1] > A[j]
            swap A[j] and A[j-1]
            j ← j - 1

    Bubble sort has worst-case and average complexity both О(n2)

    First Pass:
    5 1 4 2 8 ) 	o ( 1 5 4 2 8 ), Here, algorithm compares the first two elements, and swaps since 5 > 1.
    ( 1 5 4 2 8 ) 	o ( 1 4 5 2 8 ), Swap since 5 > 4
    ( 1 4 5 2 8 ) 	o ( 1 4 2 5 8 ), Swap since 5 > 2
    ( 1 4 2 5 8 ) 	o ( 1 4 2 5 8 ), Now, since these elements are already in order (8 > 5), algorithm does not swap them.
    Second Pass:
    1 4 2 5 8 ) 	o ( 1 4 2 5 8 )
    ( 1 4 2 5 8 ) 	o ( 1 2 4 5 8 ), Swap since 4 > 2
    ( 1 2 4 5 8 ) 	o ( 1 2 4 5 8 )
    ( 1 2 4 5 8 ) 	o ( 1 2 4 5 8 )
    Now, the array is already sorted, but our algorithm does not know if it is completed. The algorithm needs one whole pass without any swap to know it is sorted.
    Third Pass:
    1 2 4 5 8 ) 	o ( 1 2 4 5 8 )
    ( 1 2 4 5 8 ) 	o ( 1 2 4 5 8 )
    ( 1 2 4 5 8 ) 	o ( 1 2 4 5 8 )
    ( 1 2 4 5 8 ) 	o ( 1 2 4 5 8 )

     1 procedure bubbleSort( A : list of sortable items )
     2    n = length(A)
     3    repeat 
     4      swapped = false
     5      for i = 1 to n-1 inclusive do
     6        /* if this pair is out of order */
     7        if A[i-1] > A[i] then
     8          /* swap them and remember something changed */
     9          swap( A[i-1], A[i] )
    10          swapped = true
    11        end if
    12      end for
    13    until not swapped
    14 end procedure

     selection sort is a sorting algorithm, specifically an in-place comparison sort. It has O(n2) time complexity, making it inefficient on large lists

    Time Complexty: O(N^2)

     1 public class MySelectionSort {
     2  
     3     public static int[] doSelectionSort(int[] arr){
     4          
     5         for (int i = 0; i < arr.length - 1; i++)
     6         {
     7             int index = i;
     8             for (int j = i + 1; j < arr.length; j++)
     9                 if (arr[j] < arr[index])
    10                     index = j;
    11       
    12             int smallerNumber = arr[index]; 
    13             arr[index] = arr[i];
    14             arr[i] = smallerNumber;
    15         }
    16         return arr;
    17     }
    18      
    19     public static void main(String a[]){
    20          
    21         int[] arr1 = {10,34,2,56,7,67,88,42};
    22         int[] arr2 = doSelectionSort(arr1);
    23         for(int i:arr2){
    24             System.out.print(i);
    25             System.out.print(", ");
    26         }
    27     }
    28 }

     or

     1 /* a[0] to a[n-1] is the array to sort */
     2 int i,j;
     3 int iMin;
     4  
     5 /* advance the position through the entire array */
     6 /*   (could do j < n-1 because single element is also min element) */
     7 for (j = 0; j < n-1; j++) {
     8     /* find the min element in the unsorted a[j .. n-1] */
     9  
    10     /* assume the min is the first element */
    11     iMin = j;
    12     /* test against elements after j to find the smallest */
    13     for ( i = j+1; i < n; i++) {
    14         /* if this element is less, then it is the new minimum */  
    15         if (a[i] < a[iMin]) {
    16             /* found new minimum; remember its index */
    17             iMin = i;
    18         }
    19     }
    20  
    21     if(iMin != j) {
    22         swap(a[j], a[iMin]);
    23     }
    24  
    25 }

     Descending Order:

     1 public class descending {
     2          
     3         public static int[] doSelectionSort(int[] arr){
     4              
     5             for (int i = arr.length-1; i >= 1; i--)
     6             {
     7                 int index = i;
     8                 for (int j = 0; j < i; j++)
     9                     if (arr[j] < arr[index])
    10                         index = j;
    11           
    12                 int smallerNumber = arr[index]; 
    13                 arr[index] = arr[i];
    14                 arr[i] = smallerNumber;
    15             }
    16             return arr;
    17         }
    18          
    19         public static void main(String[] args){
    20              
    21             int[] arr1 = {10,34,2,56,7,67,88,42};
    22             int[] arr2 = doSelectionSort(arr1);
    23             for(int i:arr2){
    24                 System.out.print(i);
    25                 System.out.print(", ");
    26             }
    27         }
    28 }

     Merge Sort:

     1 package ArrayMergeSort;
     2 
     3 import java.util.Arrays;
     4 
     5 public class Solution {
     6     public int[] mergeSort(int[] arr) {
     7         if (arr.length == 1) return arr;
     8         else {
     9             int[] arr1 = Arrays.copyOfRange(arr, 0, arr.length/2);
    10             int[] arr2 = Arrays.copyOfRange(arr, arr.length/2, arr.length);
    11             return merge(mergeSort(arr1), mergeSort(arr2));
    12         }
    13     }
    14     
    15     public int[] merge(int[] arr1, int[] arr2) {
    16         int len1 = arr1.length;
    17         int len2 = arr2.length;
    18         int[] res = new int[len1+len2];
    19         int i = 0, j=0, cur=0;
    20         while (i<len1 && j<len2) {
    21             if (arr1[i] <= arr2[j]) {
    22                 res[cur++] = arr1[i++];
    23             }
    24             else {
    25                 res[cur++] = arr2[j++];
    26             }
    27         }
    28         while (i<len1) {
    29             res[cur++] = arr1[i++];
    30         }
    31         while (j<len2) {
    32             res[cur++] = arr2[j++];
    33         }
    34         return res;
    35     }
    36     
    37     
    38 
    39     /**
    40      * @param args
    41      */
    42     public static void main(String[] args) {
    43         // TODO Auto-generated method stub
    44         Solution sol = new Solution();
    45         int[] arr = sol.mergeSort(new int[]{6,5,4,8,2,1});
    46         System.out.println(Arrays.toString(arr));
    47     }
    48 
    49 }
  • 相关阅读:
    LeetCode子集问题
    面试题-求最大字典区间
    链表快速排序
    树的非递归遍历
    快速排序非递归实现
    leetcode217 python3 72ms 存在重复元素
    leetcode121 C++ 12ms 买股票的最佳时机 只能买卖一次
    leetcode1 python3 76ms twoSum 360面试题
    leetcode485 python3 88ms 最大连续1的个数
    leetcode119 C++ 0ms 杨辉三角2
  • 原文地址:https://www.cnblogs.com/EdwardLiu/p/4279854.html
Copyright © 2011-2022 走看看