week-23x
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This C program implements a linear regression algorithm. It takes in x and y values from the user, calculates the mean and deviation of the data, and determines the correlation coefficient and regression coefficients for predicting x from y and y from x. It outputs the appropriate regression coefficient based on whether the user specifies "x on y" or "y on x" regression.
![/* Write C program to implement the linear regression algorithm. */
#include<stdio.h>
#include<conio.h>
#include<math.h>
#include<string.h>
float mean(float *a, int n);
void deviation(float *a, float mean, int n, float *d, float *S);
void main()
{
float a[20],b[20],dx[20],dy[20];
float sy=0,sx=0,mean_x=0,mean_y=0,sum_xy=0;
float corr_coff=0,reg_coff_xy=0, reg_coff_yx=0;
char type_coff[7];
int n=0,i=0;
clrscr();
printf("Enter the value of n: ");
scanf("%d",&n);
printf("Enter the values of x and y:n");
for(i=0;i<n;i++)](https://image.slidesharecdn.com/6846240/85/week-23x-1-320.jpg)
![scanf("%f%f",&a[i],&b[i]);
mean_x=mean(a,n);
mean_y=mean(b,n);
deviation(a,mean_x,n,dx,&sx);
deviation(b,mean_y,n,dy,&sy);
for(i=0;i<n;i++)
sum_xy=sum_xy+dx[i]*dy[i];
corr_coff=sum_xy/(n*sx*sy);
printf("Enter the type of regression coefficient as 'x on y' or 'y on x': ");
fflush(stdin);
gets(type_coff);
if(strcmp(type_coff,"x on y")==1)
{
reg_coff_xy=corr_coff*(sx/sy);
printf("nThe value of linear regression coefficient is %f",reg_coff_xy);
}
else if(strcmp(type_coff,"y on x")==1)
{
reg_coff_yx=corr_coff*(sy/sx);
printf("nThe value of linear regression coefficient is %f",reg_coff_yx);
}
else](https://image.slidesharecdn.com/6846240/85/week-23x-2-320.jpg)
![printf("nEnter the correct type of regression coefficient.");
getch();
}
float mean(float *a, int n)
{
float sum=0, i=0;
for(i=0;i<n;i++)
sum=sum+a[i];
sum=sum/n;
return (sum);
}
void deviation(float *a, float mean, int n, float *d, float *s)
{
float sum=0,t=0;
int i=0;
for(i=0;i<n;i++)
{
d[i]=a[i]-mean;
t=d[i]*d[i];
sum=sum+t;
}](https://image.slidesharecdn.com/6846240/85/week-23x-3-320.jpg)
week-23x
- 1. /* Write C program to implement the linear regression algorithm. */ #include<stdio.h> #include<conio.h> #include<math.h> #include<string.h> float mean(float *a, int n); void deviation(float *a, float mean, int n, float *d, float *S); void main() { float a[20],b[20],dx[20],dy[20]; float sy=0,sx=0,mean_x=0,mean_y=0,sum_xy=0; float corr_coff=0,reg_coff_xy=0, reg_coff_yx=0; char type_coff[7]; int n=0,i=0; clrscr(); printf("Enter the value of n: "); scanf("%d",&n); printf("Enter the values of x and y:n"); for(i=0;i<n;i++)
- 2. scanf("%f%f",&a[i],&b[i]); mean_x=mean(a,n); mean_y=mean(b,n); deviation(a,mean_x,n,dx,&sx); deviation(b,mean_y,n,dy,&sy); for(i=0;i<n;i++) sum_xy=sum_xy+dx[i]*dy[i]; corr_coff=sum_xy/(n*sx*sy); printf("Enter the type of regression coefficient as 'x on y' or 'y on x': "); fflush(stdin); gets(type_coff); if(strcmp(type_coff,"x on y")==1) { reg_coff_xy=corr_coff*(sx/sy); printf("nThe value of linear regression coefficient is %f",reg_coff_xy); } else if(strcmp(type_coff,"y on x")==1) { reg_coff_yx=corr_coff*(sy/sx); printf("nThe value of linear regression coefficient is %f",reg_coff_yx); } else
- 3. printf("nEnter the correct type of regression coefficient."); getch(); } float mean(float *a, int n) { float sum=0, i=0; for(i=0;i<n;i++) sum=sum+a[i]; sum=sum/n; return (sum); } void deviation(float *a, float mean, int n, float *d, float *s) { float sum=0,t=0; int i=0; for(i=0;i<n;i++) { d[i]=a[i]-mean; t=d[i]*d[i]; sum=sum+t; }
- 4. sum=sum/n; *s=sqrt(sum); }