The maximum subarray problem is the task of finding the contiguous subarray within a one-dimensional array of numbers (containing at least one positive number) which has the largest sum. For example, for the sequence of values 2, 1, 3, 4, 1, 2, 1, 5, 4; the contiguous subarray with the largest sum is 4, 1, 2, 1, with sum 6. --from wiki
下面我们分析四种算法的时间性能,由于运行时间相差较大,我们分成两组进行对比:
环境:ubuntu 12.04
时间单位:ms
时间性能:presume that the input is preread
第一组:输入数据元素个数2000
C++ Code 1
/*************************************************************************
> File Name: algorithm1.c
> Author: Simba
> Mail: dameng34@163.com
> Created Time: 2012年12月24日 星期一 22时41分56秒
************************************************************************/
#include
#include
#include
#include
int maxsubsum1(const int a[], int n)
{
int thissum, maxsum, i, j, k;
maxsum = 0;
for (i = 0; i < n; i++)
{
for (j = i; j < n; j++)
{
thissum = 0;
for (k = i; k <= j; k++)
thissum += a[k];
if (thissum > maxsum)
maxsum = thissum;
}
}
return maxsum;
}
int maxsubsum2(const int a[], int n)
{
int thissum, maxsum, i, j;
maxsum = 0;
for (i = 0; i < n; i++)
{
thissum = 0;
for (j = i; j < n; j++)
{
thissum += a[j];
if (thissum > maxsum)
maxsum = thissum;
}
}
return maxsum;
}
long GetTickCount(void)
{
struct timeva l tv;
gettimeofday(&tv, NULL);
return (tv.tv_sec * 1000 + tv.tv_usec / 1000);
}
int main(void)
{
int i, n = 2000;
int *ptr = malloc(sizeof(int) * n);
srand(time(NULL));
for (i = 0; i < n; i++)
ptr[i] = rand() % 50 - 25;
// adopt algorithm 1
unsigned int utimecost = GetTickCount();
int result = maxsubsum1(ptr, n);
utimecost = GetTickCount() - utimecost;
printf("max subsequence sum is %d, time cost %d\n", result, utimecost);
// adopt algorithm 2
utimecost = GetTickCount();
result = maxsubsum2(ptr, n);
utimecost = GetTickCount() - utimecost;
printf("max subsequence sum is %d, time cost %d\n", result, utimecost);
free(ptr);
return 0;
}
输出为:
max subsequence sum is 275, time cost 4423
max subsequence sum is 275, time cost 6
第二组:输入数据元素个数 1000000
C++ Code 1
/*************************************************************************
> File Name: divide_conquer.c
> Author: Simba
> Mail: dameng34@163.com
> Created Time: 2012年12月24日 星期一 23时24分41秒
************************************************************************/
#include
#include
#include
#include
int divide_conquer(int arr[], int start, int end)
{
if(start == end)
return (arr[start] > 0 arr[start] : 0);
int mid = (start + end) / 2;
int max_left = divide_conquer(arr, start, mid);
int max_right = divide_conquer(arr, mid + 1, end);
// mid subsequence
int max_left_border = 0;
int tmp_sum = 0;
int i;
for(i = mid; i >= start; i--)
{
tmp_sum += arr[i];
if(tmp_sum > max_left_border)
max_left_border = tmp_sum;
}
int max_right_border = 0;
tmp_sum = 0;
for(i = mid + 1; i <= end; i++)
{
tmp_sum += arr[i];
if(tmp_sum > max_right_border)
max_right_border = tmp_sum;
}
int max_mid = max_left_border + max_right_border;
// max subsequence
int iresult = max_left;
if(max_right >