《机器学习实战》读书笔记—k近邻算法c语言实现（win下）

#include <stdio.h>
#include <io.h> 
#include <math.h>
#include <stdlib.h>

#define K 10												//kNN中选取最近邻居的个数
#define LINE 1024											//每个文件字符数

const char *to_search_train = "F:\\kNN\\train\\*.txt";        //train数据地址
const char *to_search_test = "F:\\kNN\\test\\*.txt";          //test数据地址 

struct														//定义结构体 储存train数据和标签
{
	int train_mat[2000][LINE];								//矩阵每一行都是1*LINE的矩阵							
	int train_label[2000];									//储存每个数据的标签

}Train;

struct														//定义结构体 储存test数据和标签
{
	int test_mat[2000][LINE];
	int test_label[2000];
	
}Test;

float mat_dist[1000][2000];									//定义距离矩阵，储存每个test数据到每个train数据的距离

//定义子函数，功能：将每个test数据与所有train数据的距离进行排序，选取距离最小的前K个，这K个数据标签类型最多的，将此标签返回给主函数
int BubbleSort(float mat_dist_row[], int label[],int num_train) 
{  
	int i,j,k;
	int temp,temp_label;
	int num[K] = {0};
	int max = 0;
	int label_final = 0;
    
    for(i = 0;i < num_train;i++)   //冒泡排序，距离从小到大，同时将label对应跟随
    {  
        for(j = i+1;j < num_train;j++)  
        {  
            if(mat_dist_row[i] > mat_dist_row[j])   
            {  
                temp = mat_dist_row[i];  
                mat_dist_row[i] = mat_dist_row[j];  
                mat_dist_row[j] = temp;
				
				temp_label = label[i];  
                label[i] = label[j];  
                label[j] = temp_label;
            }  
        }  
    }

	for (k = 0;k < K;k++)						//统计前K个数据，各种标签的个数
	{
		switch(label[k])
		{
			case 0:	num[0]++;break;
			case 1:	num[1]++;break;
			case 2:	num[2]++;break;
			case 3:	num[3]++;break;
			case 4:	num[4]++;break;
			case 5:	num[5]++;break;
			case 6:	num[6]++;break;
			case 7:	num[7]++;break;
			case 8:	num[8]++;break;
			case 9:	num[9]++;break;
			default:	break;
		}
	}

	max = num[0];

	for(i = 0;i < K;i++)						//标签类型最多的，选择次标签  
    {		
		if (num[i] > max )
		{
			max = num[i];
			label_final = i;
		}
	}
	return label_final;
}


int main()        
{     
	
	FILE *fp;
    int c;														//用于逐个读入字符数据
	int train_i = 0,train_j = 0,test_i = 0,test_j = 0;			//用于循环
	int count_train = 0,count_test = 0;							//用于统计train和test文件的个数
	int i,j,k,l;												//用于循环
	int sum = 0;												//距离求和
	int update_label[2000];										//每次调用函数，更新label
	int classifier;												//记录返回的标签类型
	int count = 0;												//错误的个数
	float rate;													//错误率

	char str_adr[255];                                          //fopen函数读入文件名时地址
	long handle;                                                //用于查找的句柄   
    struct _finddata_t fileinfo;								//文件信息的结构体  
	
	
    handle = _findfirst(to_search_train,&fileinfo);				//第一次查找
	sprintf(str_adr, "F:\\kNN\\train\\%s", fileinfo.name);		//文件名赋给str_adr

	if(-1 == handle)
	{	
		printf("File not exit\n");
	}
	else
	{
		switch(fileinfo.name[0])								//给第一个文件赋予标签
		{
			case '0':	Train.train_label[count_train] = 0;break;
			case '1':	Train.train_label[count_train] = 1;break;
			case '2':	Train.train_label[count_train] = 2;break;
			case '3':	Train.train_label[count_train] = 3;break;
			case '4':	Train.train_label[count_train] = 4;break;
			case '5':	Train.train_label[count_train] = 5;break;
			case '6':	Train.train_label[count_train] = 6;break;
			case '7':	Train.train_label[count_train] = 7;break;
			case '8':	Train.train_label[count_train] = 8;break;
			case '9':	Train.train_label[count_train] = 9;break;
			default:	break;
		}

		count_train++;

		if((fp = fopen(str_adr,"r")) == NULL)
			printf("Error!Can't open the file!\n");
		
		else											//将文件中'0'和'1'字符转化为数字0，1，并储存
		{
			while((c = fgetc(fp)) != EOF)
			{
				if(c == '0' || c == '1')
				{
					Train.train_mat[train_i][train_j] = c - '0';				
					train_j++;
				}
			}
		}

		fclose(fp);
			
		while(!_findnext(handle,&fileinfo))               //循环查找其他符合的文件，知道找不到其他的为止  
		{
		
			train_j = 0;
			train_i++;

			sprintf(str_adr, "F:\\kNN\\train\\%s", fileinfo.name);

			switch(fileinfo.name[0])						//给后面文件赋予标签
			{
				case '0':	Train.train_label[count_train] = 0;break;
				case '1':	Train.train_label[count_train] = 1;break;
				case '2':	Train.train_label[count_train] = 2;break;
				case '3':	Train.train_label[count_train] = 3;break;
				case '4':	Train.train_label[count_train] = 4;break;
				case '5':	Train.train_label[count_train] = 5;break;
				case '6':	Train.train_label[count_train] = 6;break;
				case '7':	Train.train_label[count_train] = 7;break;
				case '8':	Train.train_label[count_train] = 8;break;
				case '9':	Train.train_label[count_train] = 9;break;
				default:	break;
			}
			if((fp = fopen(str_adr,"r")) == NULL)
				printf("Error!Can't open the file!\n");
			else											//将文件中'0'和'1'字符转化为数字0，1，并储存
			{
				while((c = fgetc(fp)) != EOF)
				{
					if(c == '0' || c == '1')
					{
						Train.train_mat[train_i][train_j] = c - '0';
						train_j++;
					}
				}
			}

			count_train++;
			fclose(fp);
		}  
	}
	_findclose(handle);                                       


	//下面重复上面文件读入和储存的过程，读入并储存所有test数据
	handle = _findfirst(to_search_test,&fileinfo);         
	sprintf(str_adr, "F:\\kNN\\test\\%s", fileinfo.name);
	
	if(-1 == handle)
	{	
		printf("File not exit\n");
	}
	else
	{
		switch(fileinfo.name[0])
		{
		case '0':	{Test.test_label[count_test] = 0;break;}
		case '1':	{Test.test_label[count_test] = 1;break;}
		case '2':	{Test.test_label[count_test] = 2;break;}
		case '3':	{Test.test_label[count_test] = 3;break;}
		case '4':	{Test.test_label[count_test] = 4;break;}
		case '5':	{Test.test_label[count_test] = 5;break;}
		case '6':	{Test.test_label[count_test] = 6;break;}
		case '7':	{Test.test_label[count_test] = 7;break;}
		case '8':	{Test.test_label[count_test] = 8;break;}
		case '9':	{Test.test_label[count_test] = 9;break;}
		default:	break;
		}
		
		count_test++;
		
		if((fp = fopen(str_adr,"r")) == NULL)
			printf("Error!Can't open the file!\n");
		
		else
		{
			while((c = fgetc(fp)) != EOF)
			{
				if(c == '0' || c == '1')
				{
					Test.test_mat[test_i][test_j] = c - '0';				
					test_j++;
				}
			}
		}
		
		fclose(fp);
		
		while(!_findnext(handle,&fileinfo))                
		{
			
			test_j = 0;
			test_i++;
			sprintf(str_adr, "F:\\kNN\\test\\%s", fileinfo.name);
			
			switch(fileinfo.name[0])
			{
			case '0':	{Test.test_label[count_test] = 0;break;}
			case '1':	{Test.test_label[count_test] = 1;break;}
			case '2':	{Test.test_label[count_test] = 2;break;}
			case '3':	{Test.test_label[count_test] = 3;break;}
			case '4':	{Test.test_label[count_test] = 4;break;}
			case '5':	{Test.test_label[count_test] = 5;break;}
			case '6':	{Test.test_label[count_test] = 6;break;}
			case '7':	{Test.test_label[count_test] = 7;break;}
			case '8':	{Test.test_label[count_test] = 8;break;}
			case '9':	{Test.test_label[count_test] = 9;break;}
			default:	break;
			}
			if((fp = fopen(str_adr,"r")) == NULL)
				printf("Error!Can't open the file!\n");
			else
			{
				while((c = fgetc(fp)) != EOF)
				{
					if(c == '0' || c == '1')
					{
						Test.test_mat[test_i][test_j] = c - '0';
						test_j++;
					}
				}
			}
			
			count_test++;
			fclose(fp);
		}  
	}
	_findclose(handle);                                     

	for (i = 0;i < count_test;i++)					//计算每个test(循环中的i)数据到每个train(循环中的j)数据的距离
	{
		for (j = 0;j < count_train;j++)
		{
			for (k = 0;k < LINE;k++)		
			{
				sum =sum + (Test.test_mat[i][k]-Train.train_mat[j][k])*(Test.test_mat[i][k]-Train.train_mat[j][k]);
			}
			mat_dist[i][j] = sqrt(sum);
			sum = 0;		
		}
		
		for (l = 0;l < count_train;l++)				//更新train数据的label
		{
			update_label[l] = Train.train_label[l];
		}
		
		classifier = BubbleSort(mat_dist[i],update_label,count_train);//调用子函数，得到第i个test数据的标签

		if (Test.test_label[i] != classifier)							//统计错误个数
		{
			count++;													
		}
		printf("the real answer is:  %d,   the classififier is:  %d\n",Test.test_label[i],classifier);//打印
	}
	rate = (float)count/count_test;										//计算错误率
	printf("the total number of errors is:  %d\n",count);			//打印
	printf("the total error rate is:  %f\n",rate);

 	return 0;	
}

 

 

干了将近一周才把这个程序写出来，其中遇到了很多很多问题，下面做一点总结：
1、读入文件中的数据不熟悉。在读入txt文件上耗费了太多的时间。
2、对数组、指针了解太少。大数组要定义在外边作为全局就不会“太大”，数组传递以后实参也会改变。
3、对新定义的变量，能赋初值的就赋上初值。
4、杜绝编译、运行检验错误的思想，要觉得没问题了，再去编译和运行。

几个尚未解决的问题：
1、数组如何定义不会“太大”；
2、程序中读入的程序如何变成通用的子函数；
3、指针不会用；
4、找大神帮着改一下提高效率。
这些问题要解决！