Week 2 Homework

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Georgia Institute Of Technology *

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6242

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Mathematics

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Feb 20, 2024

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Week 2 Homework Due  Jan 26 at 8:59pm   Points  11   Questions  11   Available  Jan 19 at 5am - Jan 29 at 8:59pm   Time Limit  None Instructions Please answer all the questions below. This quiz was locked Jan 29 at 8:59pm. Attempt History Attempt Time Score LATEST Attempt 1 8,663 minutes 11 out of 11 Score for this quiz: 11 out of 11 Submitted Jan 25 at 2:02pm This attempt took 8,663 minutes.
Question 1 1 / 1 pts (Lesson 2.5: Probability Basics.) If �(�)=�(�)=�(�)=0.6 and �,�, and � are independent, find the probability that exactly one of �,�, and � occurs. a. 0.144 Correct! b. 0.288 �(����������)=�(�∩�¯∩�¯)+�(�¯∩�∩�¯) +�(�¯∩�¯∩�)=�(�)�(�¯)�(�¯)+�(�¯)�(�)�(�¯)+�(�¯)�(�¯)�(�) (��������������)=(0.6)(0.4)(0.4)+(0.4)(0.6)(0.4)+(0.4)(0.4) (0.6)=0.288. You could also have used a binomial distribution argument to solve this problem, i.e., �(exactly one)=(31)(0.6)1(0.4)2=0.288 c. 0.576 d. 0.6 e. I'm from The University Of Georgia. Is the answer -3? The answer is (b). To see why, note that �(����������)=�(�∩�¯∩�¯)+�(�¯∩�∩�¯) +�(�¯∩�¯∩�)=�(�)�(�¯)�(�¯)+�(�¯)�(�)�(�¯) +�(�¯)�(�¯)�(�)(��������������)=(0.6)(0.4)(0.4)+(0.4) (0.6)(0.4)+(0.4)(0.4)(0.6)=0.288. You could also have used a binomial distribution argument to solve this problem, i.e., �(exactly one)=(31)(0.6)1(0.4)2=0.288 Question 2 1 / 1 pts (Lesson 2.5: Probability Basics.) Toss 3 dice. What's the probability that a "4" will come up exactly twice?
Correct! a. 5/72 Write out every possible outcome explicitly, or use the following binomial argument: Let � denote the number of times a "4" comes up. Clearly, � Bin(3,16).ThusP(�=2)=(32)(16)2(56)3−2=572. b. 1/2 c. 13/16 d. 1/8 (a). Write out every possible outcome explicitly, or use the following binomial argument: Let � denote the number of times a "4" comes up. Clearly, � Bin(3,16).ThusP(�=2)=(32)(16)2(56)3−2=572. Question 3 1 / 1 pts (Lesson 2.7: Great Expectations.) Suppose that � is a discrete random variable having �=−1 with probability 0.2, and �=3 with probability 0.8. Find E[�]. a. -1 b. 3 c. 1 Correct! d. 2.2 E[�]=∑���(�)=(−1)(0.2)+(3)(0.8)=2.2 So the answer is (d). E[�]=∑���(�)=(−1)(0.2)+(3)(0.8)=2.2. So the answer is (d).
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Question 4 1 / 1 pts (Lesson 2.7: Great Expectations.) Suppose that � is a discrete random variable having �=−1 with probability 0.2, and �=3 with probability 0.8. Find Var[�]. a. -1 b. 1 Correct! c. 2.56 In addition to the above work, E[�2]=∑��2�(�)=((−1)2)(0.2)+(32)(0.8)=7.4, so that we have Var(�)=E[�2]−(E[�])2=2.56. So the answer is (c). d. 5.12 In addition to the above work, E[�2]=∑��2�(�)=((−1)2)(0.2)+(32)(0.8)=7.4, so that we have Var(�)=E[�2]−(E[�])2=2.56. So the answer is (c). Question 5 1 / 1 pts (Lesson 2.7: Great Expectations.) Suppose that � is a discrete random variable having �=−1 with probability 0.2, and �=3 with probability 0.8. Find E[3−1�]. a. 3 b. c. -2 Correct! d. 44/15
Finally, by LOTUS, E[1/�]=∑�(1/�)�(�)=0.2/(−1)+0.8/3=1/15, so that E[3−1�]=3−E[1�]=4415. So the answer is (d). Finally, by LOTUS, E[1/�]=∑�(1/�)�(�)=0.2/(−1)+0.8/3=1/15, so that E[3−1�]=3−E[1�]=4415. So the answer is (d). Question 6 1 / 1 pts (Lesson 2.7: Great Expectations.) Suppose X is a continuous random variable with p.d.f. �(�)=4�3 for 0≤�≤1. Find E[1/�2]. a. 2/3 b. 1 c. 3/2 Correct! d. 2 By LOTUS, E[1/�2]=∫�(1/�2)�(�)��=∫014���=2. (d) By LOTUS, E[1/�2]=∫�(1/�2)�(�)��=∫014���=2. Question 7 1 / 1 pts (Lesson 2.8: Functions of a Random Variable.) Suppose � is the result of a 5- sided die toss having sides numbered −2,−1,0,1,2. Find the probability mass function of �=�2. a. P(�=1)=P(�=4)=1/2 b. P(�=1)=P(�=2)=1/2 Correct!
c. �(�=0)=15,����(�=1)=�(�=4)=25 This follows because P(�=0)=P(�2=0)=P(�=0)=1/5,P(�=1)=P(�2=1)=P(�=−1)+P(�=1)=2/5,andP( �=4)=P(�2=4)=P(�=−2)+P(�=2)=2/5. No other possible values for �=�2. d. P(�=−2)=P(�=−1)=P(�=0)=P(�=1)=P(�=2)=1/5 (c). This follows because P(�=0)=P(�2=0)=P(�=0)=1/5,P(�=1)=P(�2=1)=P(�=−1)+P(�=1)=2/5 ,andP(�=4)=P(�2=4)=P(�=−2)+P(�=2)=2/5. No other possible values for �=�2. Question 8 1 / 1 pts (Lesson 2.8: Functions of a Random Variable.) Suppose � is a continuous random variable with p.d.f. �(�)=2� for 0<�<1. Find the p.d.f. �(�)of�=�2. (This may be easier than you think.) Correct! a. �(�)=1 , for 0<�<1 Note that the c.d.f. of � is �(�)=�2 (you can do this in your head). So by the Inverse Transform Theorem, we immediately have that �(�)=�2=� is Unif(0,1), with the p.d.f. �(�)=1. b. �(�)=� , for 0<�<1 c. �(�)=�2 , for −1<�<1 d. �(�)=�2 , for 0<�<1 (a). Note that the c.d.f. of � is �(�)=�2 (you can do this in your head). So by the Inverse Transform Theorem, we immediately have that �(�)=�2=� is Unif(0,1), with the p.d.f. �(�)=1. Question 9 1 / 1 pts (Lesson 2.9: Jointly Distributed RVs.) Suppose that �(�,�)=6� for 0≤�≤�≤1. Find P(�<1/2and�<1/2). a. 1
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b. 1/2 c. 1/4 Correct! d. 1/8 P(�<1/2and�<1/2)=∫01/2∫0��(�,�)����=∫01/2∫0�6�����=1/8. So the answer is (d). P(�<1/2and�<1/2)=∫01/2∫0��(�,�)����=∫01/2∫0�6�����=1/8. So the answer is (d). Question 10 1 / 1 pts (Lesson 2.9: Jointly Distributed RVs.) Suppose that �(�,�)=6� for 0≤�≤�≤1. Find the marginal p.d.f. ��(�) of �. Correct! a. 6�(1−�) , for 0≤�≤1 ��(�)=∫−∞∞�(�,�)��=∫�16���=6�(1−�), for 0≤�≤1. So the answer is (a). b. 6� , for 0≤�≤1 c. 6� , for 0≤�≤1 d. 6�(1−�) , for 0≤�≤1 ��(�)=∫−∞∞�(�,�)��=∫�16���=6�(1−�), for 0≤�≤1. So the answer is (a). Question 11 1 / 1 pts (Lesson 2.9: Jointly Distributed RVs.) YES or NO? Suppose � and � have joint p.d.f. �(�,�)=���/(1+�2+�2) for 0<�<1, 0<�<1, and whatever constant � makes the nasty mess integrate to 1. Are � and � independent?
a. Yes Correct! b. No NO! The lesson has a theorem that says that �,� are independent if and only if you can write �(�,�)=�(�)�(�) with no funny limits for some functions �(�) and �(�). Can't do such a factorization, so � and � ain't indep. NO! The lesson has a theorem that says that �,� are independent if and only if you can write �(�,�)=�(�)�(�) with no funny limits for some functions �(�) and �(�). Can't do such a factorization, so � and � ain't indep. Quiz Score: 11 out of 11