Distribution of Bernoulli random variable

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Homework Help Overview

The discussion revolves around the distribution of a sum of independent Bernoulli random variables, specifically focusing on the random variable Y defined as the sum of N independent Bernoulli trials. Participants are also exploring the expected value of this sum.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants attempt to identify the distribution of the sum of Bernoulli random variables and express uncertainty about deriving the expected value. Questions are raised regarding the definition of p, the nature of the independent random variables, and whether they share the same distribution.

Discussion Status

The discussion is ongoing, with some participants revisiting foundational concepts related to binomial distributions. While guidance has been suggested regarding standard results, there is no explicit consensus on the interpretation or approach to the problems presented.

Contextual Notes

Participants are reviewing material in preparation for an upcoming exam, which may influence their understanding and approach to the problems. There is a mention of deriving mean and variance from Bernoulli distributions, indicating a focus on foundational statistical concepts.

trojansc82
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Homework Statement



a) Let X1, X2, ...XN be a collection of independent Bernoulli random variables. What is the distribution of Y = \sumNi = 1 Xi


b) Show E(Y) = np

Homework Equations



Bernoulli equations f(x) = px(1-p)1-x

The Attempt at a Solution



a)X1 + X2 + ... + XN = p

b) Not sure. I'm assuming the expectation would mean when each probability is multiplied by "x", the x's go from 0 to n, meaning they represent the n.
 
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trojansc82 said:

Homework Statement



a) Let X1, X2, ...XN be a collection of independent Bernoulli random variables. What is the distribution of Y = \sumNi = 1 Xib) Show E(Y) = np

Homework Equations



Bernoulli equations f(x) = px(1-p)1-x

The Attempt at a Solution



a)X1 + X2 + ... + XN = p

b) Not sure. I'm assuming the expectation would mean when each probability is multiplied by "x", the x's go from 0 to n, meaning they represent the n.

Have you stated the question carefully and correctly? What is p? Are the independent random variables of the same distribution? Have you studied binomial distributions yet?
 
LCKurtz said:
Have you stated the question carefully and correctly? What is p? Are the independent random variables of the same distribution? Have you studied binomial distributions yet?

Yeah, I have studied the binomial. I'm going back and looking at old tests before my final, so I'm trying to remember the way the solution worked.

I was easily able to derive the mean and variance from a Bernoulli distribution, but I'm having trouble with these two problems.

Also, p is the expected outcome. I'm assuming you're just deriving the mean of the Binomial distribution here, but I'm not sure how that is done.
 

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