Write a C program to implement the linear regression algorithm
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Algorithm:
Step 1. Read n Step 2. sumx = 0 Step 3. sumxsq = 0 Step 4. sumy = 0 Step 5. sumxy = 0 Step 6. for i = 1 to n do Step 7. Read x, y Step 8. sumx = sumx + x Step 9. sumxsq = Sumxsq + x2 Step 10. sumy = Sumy + y Step 11. sumxy = sumxy + x * y end for Step 12. denom = n * sumxsq – sumx * sumx Step 13. a0 = (sumy * sumxsq – sumx * sumxy) / denom Step 14. a1 = (n * sumxy - sumx * sumy) / denonm Step 15. Write a1, a0 Step 16. Stop
Flowchart:
Program:
#include<stdio.h> #include<math.h> main() { int n,I; float sumx, sumxsq, sumy, sumxy, x, y, a0, a1, denom; printf(“enter the n value”); scanf(“%d”, &n); sumx = 0; sumsq = 0; sumy = 0; sumxy = 0; for(i = 0; i < n; i++) { scanf(“%f %f”, &x, &y); sumx += x; sumsq += pow(x, 2); sumy += y; sumxy += x * y; } denom = n * sumxsq – pow(sumx, 2); a0 = (sumy * sumxsq – sumx * sumxy) / denom; a1 = (n * sumxy – sumx * sumy) / denom; printf(“y = %fx + %f”,a1, a0); }
Input & Output:
enter the n value 7 1 2 2 5 4 7 5 10 6 12 8 15 9 19 Y = 1.980769x + 0.096154
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UpdatedOct 21, 2014
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Views35,712
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