Monday 15 April 2024

Assignment IV Questions

22CEBS401 – PROBABILITY AND STATISTICS FOR CIVIL ENGINEERING

ASSIGNMENT- IV

PART A

 

1.    What is correlation co-efficient?

2.    What do you mean by regression analysis?

3.    Define correlation coefficient.

4.    Where is regression analysis used? 

PART B

1.    Enumerate the various methods for determining Correlation.

2.    Write a note on Regression equation.

3.    List out properties of Correlation coefficient.

4.    How do you calibrate the multiple linear models?

PART C

1.     

a)    There are 2 stocks – A and B. Their share prices on days were as follows:

                Stock A (x): 45,50,53,58,60

                Stock B (y):   9, 8, 8, 7, 5

           Find out the Pearson correlation coefficient from the above data.

b)    Find the best values of a and b so that

(a)  Y = a + bX fits the data given below:

(b)  X: 1, 2, 3, 4, 5

(c)  Y: 14, 27, 40, 55, 68

2.    Given Data:

Hours Studied (X) :  2,  3, 4,  5,  6

Exam Score    (Y) : 65,70,75,80,85

Calculate the following:

a)    Mean of X and Y

b)    Deviations from mean for X, Y

c)    Product of deviations

d)    Sum of the products of Deviations

e)    Sum of Squares

f)     Square Roots of the Sum of Squares

g)    Correlation Coefficient (r)

h)     Confirm whether it is a perfect correlation or not?

3.     

a)    Obtain the equations of the regression lines using the method of least squares from the following data.

X: 22, 26, 29, 30, 31, 31 ,34, 35

Y: 20, 20, 21, 29, 27, 24, 27, 31

b)    Find the coefficient of correlation between X and Y. Also estimate the value of

i)     Y when X = 38 and

ii)    X when Y = 18

4.     

a)    What is the difference between simple and multiple regression?

b)    Evaluate the multiple regression equation for following dataset

            Y      X1      X2

 

140     60     22

155     62     25

159     67     24

179     70     20

192     71     15

200     72     14

212     75     14

215     78     11

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