What Are the Mean and Variance of This Random Variable?

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Homework Help Overview

The discussion revolves around a random variable with a piecewise distribution function F(z). Participants are tasked with finding the mean and variance of this random variable based on the provided function definitions.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the notation used in the problem and the interpretation of the piecewise function. There are attempts to calculate the mean using both summation and integration methods. Some participants question the validity of the arithmetic and the convergence of the integrals involved.

Discussion Status

The discussion is ongoing, with participants providing feedback on each other's attempts and clarifying points of confusion regarding the notation and mathematical processes. There is no explicit consensus on the approach to take, as different interpretations of the distribution function are being explored.

Contextual Notes

Some participants note that the class is taught without a textbook, leading to confusion over the notation and methods used. There are also concerns about the convergence of certain integrals and the proper interpretation of the distribution function.

Gott_ist_tot
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Homework Statement



A random variable has a distribution function F(z) given by
F(z) = 0 if z< -1
F(z) = 1/2 if -1 <= z < 2
F(z) = (1-z^{-3}) is 2 <= z

Find the associated mean and variance.

The Attempt at a Solution


I drew the distribution function. I started with the associated mean (if I can figure that out the variance should follow.) I have:

E[Z] = \sum zp(z)

p(z) = P[X = z]

Therefore,
p[X = -1] = P[X= -1] - P[X<-1]
= F(-1) - lim F(1-1/n)
= 1/2 - (1-2)
= 3/2

Sorry, if I messed up badly somewhere. The class is taught without a book and I can't seem to get anything out of my notes for this homework. Thanks.
 
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Your notation is confusing to me, but for starters 1/2 - (1-2) isn't -1/2.
 
Sorry, for the bad arithmetic. That is fixed. The problem statement is a piecewise function. As for the rest of the notation. I don't know how else to write it. My professor said this usually isn't presented in textbooks in this manner but he thinks it is a good way to do it. So the notation may be quite strange. If there is a specific part I might be able to explain what I am doing.
 
Gott_ist_tot said:

Homework Statement



A random variable has a distribution function F(z) given by
F(z) = 0 if z< -1
F(z) = 1/2 if -1 <= z < 2
F(z) = (1-z^{-3}) is 2 <= z

Find the associated mean and variance.

The Attempt at a Solution


I drew the distribution function. I started with the associated mean (if I can figure that out the variance should follow.) I have:

E[Z] = \sum zp(z)

p(z) = P[X = z]

Therefore,
p[X = -1] = P[X= -1] - P[X<-1]
= F(-1) - lim F(1-1/n)
= 1/2 - (1-2)
= 3/2

Sorry, if I messed up badly somewhere. The class is taught without a book and I can't seem to get anything out of my notes for this homework. Thanks.
What are you adding over? The way you have written F it looks like a piecwise function and you should be integrating, not adding:
E[Z]= \int_{-1}^\infty zF(z)dz= \int_{-1}^2 \frac{z}{2}dz+ \int_2^\infty (z- z^{-2}dz
Unfortunately, it looks to me like that last integral won't converge. Are you sure it wasn't F(z)= (1- z)^{-3} if z> 2?

If F is only defined for integer z (then you should have told us that),
E(Z)= \sum_{-1}^\infty nF(n)= \sum_{-1}^2 \frac{n}{2}+ \sum_2^\infty (n+ n^{-2})
Again, there is a problem with the final sum: it doesn't converge.
 

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