NPTEL Data Analytics with Python Week 6 Assignment Answers 2025

NPTEL Data Analytics with Python Week 6 Assignment Answers 2025

1.

  • regression equation
  • correlation equation
  • estimated regression equation
  • regression model
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2. In regression analysis, which of the following is not a required assumption about the error term e ?

  • The expected value of the error term is one
  • The variance of the error term is the same for all values of X.
  • The values of the error term are independent
  • The error term is normally distributed
Answer :- 

3. A regression analysis between sales (Y in $1000) and advertising (X in dollars) resulted in the following equation

Y= 30,000 + 5 X

The above equation implies that an

  • increase of $5 in advertising is associated with an increase of $5,000 in sales
  • increase of $1 in advertising is associated with an increase of $5 in sales
  • increase of $1 in advertising is associated with an increase of $35,000 in sales
  • increase of $1 in advertising is associated with an increase of $5,000 in sales
Answer :- 

4. In a regression and correlation analysis if r2 = 1, then

  • SSE = SST
  • SSE = 1
  • SSR = SSE
  • SSR = SST
Answer :- 

5. SSE can never be

  • larger than SST
  • smaller than SST
  • equal to 1
  • equal to zero
Answer :- 

6. For the given data determine the R-squared value
Data:
Miles travel Petrol Consumption in litre
20 1
45 3
56 5
34 2
28 1.6
49 3.7

  • 0.887
  • 0.956
  • 0.945
  • 0.932
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7. In the question no. 6 we will:

  • Accept the null hypothesis
  • Reject the null hypothesis
  • Cant state any conclusion
  • None of the above
Answer :- 

8. In Question 6, determine a 95% confidence interval for b1 to test the hypotheses

  • (0.045,0.138)
  • (0.055,0.148)
  • (0.065,0.158)
  • (0.075,0.138)
Answer :- 

9. State TRUE or FALSE –

Statement: The variance of error, is same for all values of the independent variable

  • True
  • False
Answer :- 

10. Which of the following is possible for the coefficient of determination:

  • It can be larger than 1
  • It is less than one
  • It can be less than -1
  • None of these alternatives is correct
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