Hello learners,
I am Aritra Mandal, your TA. I have tried to address all the queries.
Please go through the following. Feel free to reply if there is any doubt.
Question 1> I have a question about what is happening in this video at 00:14:00 -
http://www.youtube.com/watch?v=SRf5pxmq8Oo#t=840s.
I have a doubt in the proof of the reverse implication ( E[|X|] finite implies E[X] converges absolutely or finite). I think that it is true only when E[|X|] = 0. Because in real analysis, I have studied that if a sequence |xn| converges to a real number not equal to zero, then xn converges to a real number may not always be true. Ex - xn = (-1)^n. The sequence xn takes value -1 and 1 thus does not converge to any real number but sequence |xn|=1 which coverges to 1. I don't understand how to prove the reverse implication?.
Answer> Dear learner, in the proof "Convergence of series" is used. Whatever you said is correct. But those are related to "Convergence of sequences" not "Convergence of series".
So the proof is correct. I suggest you to go through "Convergence of series".
Question 2> I have a doubt in the interpretation of the result of Ex. 3.2.1 (c) of the book "Probability and Statistics with examples using R". I have attached the screenshort of the problem.
As we are first choosing a ball and then put it aside and then choosing the ball from the remaining one second time. So the sample space S is {(1,2),(1,3),(1,4),(2,1),(2,3),(2,4),(3,1),(3,2),(3,4),(4,1),(4,2),(4,3)} with the probability of each outcome = 1/12.
P(Y=2) = P({(1,2),(3,2),(4,2)}) = 3/12 = 1/4
We can also solve it as P(Y=2)=P(Y=2|X=1)P(X=1)+P(Y=2|X=3)P(X=3)+P(Y=2|X=4)P(X=4) = 3 X (1/3 * 1/4) = 1/4
The result P(Y=2) = 1/4 is surprising. If we don't have the information of what we get while choosing the ball for first time, then choosing the ball for second time is like putting the ball chosen first back into the urn and choosing the ball during second time out of all the four balls. As choosing the all the balls are equally likely, So, P(Y=2) = 1/4.
Computation-wise, the result which we arrived, I can understand. But I am not able to interpret the result physically, like how the problem reduced to choosing the ball out of 4. If we are doing the experiment and I don't know what ball I get for the first time, how likelihood of choosing the ball-2 during second time is 1/4. Intuitively, I don't think the probability to be 1/4.
Intuitively, I am not able to interpret the result. Please help me in clarifying the doubt.
Answer>Outcomes of getting a number out of {1,2,3,4} in first draw are equally likely.
Similarly outcomes of getting a number out of {1,2,3,4} in second draw are equally likely. Think about it.
We know P(Y=1)+P(Y=2)+P(Y=3)+P(Y=4) = 1. Now the outcomes of getting any number out of {1,2,3,4} in second draw are equally likely.
So, P(Y=1)=P(Y=2)=P(Y=3)=P(Y=4)=1/4
I hope it clears your doubt.
Thanks and regards