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January 2023 term · Statistics for Data Science II · BSMA1004

Stats 2 End Term: 30 April 2023, Set QPF1-S1 (January 2023 term)

The IIT Madras BS Statistics for Data Science II (Stats 2) End Term paper sat on 30 Apr 2023, in the January 2023 term, set QPF1-S1: 15 questions for 40 marks in 180 minutes. Every question is below with its answer. Take it as a timed mock test to be marked, or read it through first.

Questions
15
Marks
40
Duration
180 min
Numerical
8
MSQ
1
MCQ
6

Updated

Official paper: IIT M FOUNDATION ET1 EXAM QPF2 S1 30 Apr 2023 · No negative marking.

Question 1

+3 marksNumerical answer

Two 4-sided fair dice are rolled. If the sum of the numbers on the two dice is less than or equal to 7, then find the conditional probability that the number on the first die is 4.

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Correct answer: 0.2 (accepted within ±0.03)

Question 2

+3 marksNumerical answer
Show answer

Correct answer: 7

Question 3

+3 marksOne or more correct options

Suppose X is a random variable whose distribution has an unknown parameter θ and Y is a zero mean random variable. Which of the following must be true?

Select all that apply.

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answers

  • A
  • D

Question 4

+3 marksOne correct option
  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • B

Question 5

+3 marksOne correct option
  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • B

Question 6

+3 marksNumerical answer

Let X be a random variable with PMF as follows:

Define another random variable Y = 2X + 3.
Based on the above data, answer the given subquestions.

What is the standard deviation of Y ?

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Correct answer: 1

Question 7

+2 marksOne correct option

Let X be a random variable with PMF as follows:

Define another random variable Y = 2X + 3.
Based on the above data, answer the given subquestions.

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • C

Question 8

+2 marksOne correct option

Based on the above data, answer the given subquestions.

Find the value of c.

  1. A
  2. B
  3. C
  4. D
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Correct answer

  • B

Question 9

+3 marksNumerical answer

Based on the above data, answer the given subquestions.

Find the value of P(X < 1, Y < 3). Enter the answer correct to three decimal places.

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Correct answer: 0.375 (accepted within ±0.003)

Question 10

+2 marksNumerical answer

Based on the above data, answer the given subquestions.

Find the method of moments estimate of θ for the given sample. Enter the answer correct to two decimal places.

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Correct answer: 0.25 (accepted within ±0.02)

Question 11

+3 marksNumerical answer

Based on the above data, answer the given subquestions.

Find the maximum likelihood estimate of θ for the given sample. Enter the answer correct to two decimal places.

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Correct answer: 0.25 (accepted within ±0.02)

Question 12

+3 marksOne correct option

Based on the above data, answer the given subquestions.

Find the posterior distribution of p.

  1. A

    Gamma(39,11)

  2. B

    Beta(40, 16)

  3. C

    Gamma(40,16)

  4. D

    Gamma(40,11)

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Correct answer

  • D

    Gamma(40,11)

Question 13

+2 marksNumerical answer

Based on the above data, answer the given subquestions.

Find the posterior mean. Enter the answer correct to two decimal places.

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Correct answer: 3.64 (accepted within ±0.04)

Question 14

+2 marksOne correct option

A manufacturer produces cotter pins and claims that the probability of a randomly selected cotter pin being defective is 0.3. However, an analyst suspects that the claimed probability value is too high and decides to verify it by conducting a test. The analyst randomly selects 8 cotter pins from the manufacturer’s production line and inspects them for defects. If less than 2 cotter pins are defective (out of those 8 cotter pins), then the analyst rejects the claim, or else he accepts it. Based on the above data, answer the given subquestions.

Define null hypothesis and alternative hypothesis.

  1. A
  2. B
  3. C
  4. D
Show answer

Correct answer

  • C

Question 15

+3 marksNumerical answer

A manufacturer produces cotter pins and claims that the probability of a randomly selected cotter pin being defective is 0.3. However, an analyst suspects that the claimed probability value is too high and decides to verify it by conducting a test. The analyst randomly selects 8 cotter pins from the manufacturer’s production line and inspects them for defects. If less than 2 cotter pins are defective (out of those 8 cotter pins), then the analyst rejects the claim, or else he accepts it. Based on the above data, answer the given subquestions.

Find the significance level of the test. Enter the answer correct to two decimal places.

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Correct answer: 0.26 (accepted within ±0.03)