(C#)找出数组中最大子序列之和,分别以O(N^2),O(NlogN),O(N) 这3种时间复杂度求解

时间:2021-05-28 17:08:02
/*
* 找出数组中最大子序列之和,分别以O(N^2),O(NlogN),O(N) 这3种时间复杂度求解
*/

using System;
using System.Collections.Generic;
using System.Linq;
using System.Text;

namespace MaxSubSumPro
{
class ArrayFactory
{
public static int[] RandomIntArray(int length)
{
return RandomIntArray(length, -1000, 999);
}

public static int[] RandomIntArray(int length, int minValue, int maxValue)
{
if (length <= 0 || minValue >= maxValue)
{
throw new ArgumentOutOfRangeException();
}
Random ran = new Random(minValue + (maxValue - minValue) / 1000 * DateTime.Now.Millisecond);
int[] arr = new int[length];
for (int i = 0; i < length; ++i)
{
arr[i] = ran.Next(minValue, maxValue);
}
return arr;
}
}

class Printer<T>
{
public static void PrintArray(T[] array)
{
PrintArray(array, 10);
}

public static void PrintArray(T[] array, int maxItemInLine)
{
int temp = 0;
for (int i = 0; i < array.Length; ++i)
{
Console.Write("{0,10} ", array[i].ToString());
++temp;
if (temp == maxItemInLine)
{
Console.WriteLine();
temp = 0;
}
}
}
}

class MaxSubSum
{
/// <summary>
/// O(N^2)
/// </summary>
/// <param name="array"></param>
/// <returns></returns>
public static long MaxSubSum1(int[] array)
{
long maxSum = Check(array);
if (maxSum > 0)
{
maxSum = 0L;
long sum;
for (int i = 0; i < array.Length; ++i)
{
sum = 0L;
for (int j = i; j < array.Length; ++j)
{
sum += array[j];
if (sum > maxSum)
{
maxSum = sum;
}
}
}
}
Console.WriteLine("MaxSubSum1 output:" + maxSum);
return maxSum;
}

/// <summary>
/// O(NlogN)
/// </summary>
/// <param name="array"></param>
/// <returns></returns>
public static long MaxSubSum2(int[] array)
{
long maxSum = Check(array);
if (maxSum > 0)
{
maxSum = MaxSubSum2_Recursion(array, 0, array.Length - 1);
}
Console.WriteLine("MaxSubSum2 output:" + maxSum);
return maxSum;
}

private static long MaxSubSum2_Recursion(int[] array, int left, int right)
{
if (left == right)
{
return array[left];
}

int mid = (left + right) / 2;
long maxSumLeft = MaxSubSum2_Recursion(array, left, mid);
long maxSumRight = MaxSubSum2_Recursion(array, mid + 1, right);
long maxSumLeft_RightEdge = 0L;
long maxSumRight_LeftEdge = 0L;

long sum = 0L;
for (int i = mid; i > left; --i)
{
sum += array[i];
if (sum > maxSumLeft_RightEdge)
{
maxSumLeft_RightEdge = sum;
}
}
sum = 0L;
for (int i = mid + 1; i < right; ++i)
{
sum += array[i];
if (sum > maxSumRight_LeftEdge)
{
maxSumRight_LeftEdge = sum;
}
}

return Max3(maxSumLeft, maxSumRight, maxSumLeft_RightEdge + maxSumRight_LeftEdge);
}

private static long Max3(long a, long b, long c)
{
long r = a > b ? a : b;
return r > c ? r : c;
}

/// <summary>
/// O(N)
/// </summary>
/// <param name="array"></param>
/// <returns></returns>
public static long MaxSubSum3(int[] array)
{
long maxSum = Check(array);
if (maxSum > 0)
{
maxSum = 0L;

long sum = 0L;
for (int i = 0; i < array.Length; ++i)
{
sum += array[i];
if (sum > maxSum)
{
maxSum = sum;
}
else if (sum < 0)
{
sum = 0;
}
}
}
Console.WriteLine("MaxSubSum3 output:" + maxSum);
return maxSum;
}

private static int Check(int[] array)
{
if (array == null)
{
throw new ArgumentNullException("array");
}
else if (array.Length == 0)
{
throw new ArgumentException("array has no items");
}
else
{
int max = array[0];
foreach (int item in array)
{
if (max > 0)
{
break;
}
if (item > max)
{
max = item;
}
}
return max;
}
}
}

class Test
{
static void Main(string[] args)
{
DateTime t1 = DateTime.Now;
int[] a = ArrayFactory.RandomIntArray(100000);
DateTime t2 = DateTime.Now;
//Printer<int>.PrintArray(a);
//DateTime t3 = DateTime.Now;
Console.WriteLine("RandomIntArray Elapsed:" + (t2 - t1).ToString());
//Console.WriteLine("PrintArray Elapsed:" + (t3 - t2).ToString());
MaxSubSum.MaxSubSum1(a);
DateTime t4 = DateTime.Now;
MaxSubSum.MaxSubSum2(a);
DateTime t5 = DateTime.Now;
MaxSubSum.MaxSubSum3(a);
DateTime t6 = DateTime.Now;
Console.WriteLine("MaxSubSum1 Elapsed:" + (t4 - t2).ToString());
Console.WriteLine("MaxSubSum2 Elapsed:" + (t5 - t4).ToString());
Console.WriteLine("MaxSubSum3 Elapsed:" + (t6 - t5).ToString());

Console.WriteLine("-------------------------------------------");

DateTime t11 = DateTime.Now;
int[] b = ArrayFactory.RandomIntArray(100000, -1000, 0);
DateTime t12 = DateTime.Now;
Console.WriteLine("RandomIntArray Elapsed:" + (t12 - t11).ToString());
MaxSubSum.MaxSubSum1(b);
DateTime t13 = DateTime.Now;
MaxSubSum.MaxSubSum2(b);
DateTime t14 = DateTime.Now;
MaxSubSum.MaxSubSum3(b);
DateTime t15 = DateTime.Now;
Console.WriteLine("MaxSubSum1 Elapsed:" + (t13 - t12).ToString());
Console.WriteLine("MaxSubSum2 Elapsed:" + (t14 - t13).ToString());
Console.WriteLine("MaxSubSum3 Elapsed:" + (t15 - t14).ToString());
}
}
}
/*output
RandomIntArray Elapsed:00:00:00.0050000
MaxSubSum1 output:185060
MaxSubSum2 output:185060
MaxSubSum3 output:185060
MaxSubSum1 Elapsed:00:00:36.5490000
MaxSubSum2 Elapsed:00:00:00.0220000
MaxSubSum3 Elapsed:00:00:00.0010000
-------------------------------------------
RandomIntArray Elapsed:00:00:00.0040000
MaxSubSum1 output:-1
MaxSubSum2 output:-1
MaxSubSum3 output:-1
MaxSubSum1 Elapsed:00:00:00.0010000
MaxSubSum2 Elapsed:00:00:00
MaxSubSum3 Elapsed:00:00:00.0010000
*/