Characteristic equation of binomial random variable

In summary, to find the characteristic equation of a binomial variable with pmf p(x) =\frac{n!}{(n-k)!k!}*p^{k}*(1-p)^{n-k}, we can use the definition E(tX) = \sum_{k=0}^{n}\binom n k e^{tk}p^k(1-p)^{n-k}, where we group etk with pk and use the binomial expansion of (a + b)^n.
  • #1
sinned4789
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Homework Statement


find the characteristic equation of a binomial variable with pmf p(x) =[tex]\frac{n!}{(n-k)!k!}[/tex]*p[tex]^{k}[/tex]*(1-p)[tex]^{n-k}[/tex]

Homework Equations


characteristic equation
I(t) = [tex]\sum[/tex]p(x)*e[tex]^{tk}[/tex]

The Attempt at a Solution


I(t) = [tex]\sum[/tex][tex]\frac{n!}{(n-k)!k!}[/tex]*(p[tex]^{k}[/tex]*(1-p)[tex]^{-k}[/tex]*e[tex]^{tk}[/tex])*(1-p)[tex]^{n}[/tex]

i am stuck on this series because i don't know what to do with the combination term.
 
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  • #2
In the definition

[tex]E(tX) = \sum_{k-0}^{n}\binom n k e^{tk}p^k(1-p)^{n-k}[/tex]

group the etk with the pk and then think about what the binomial expansion of (a + b)n looks like.
 

Related to Characteristic equation of binomial random variable

What is the characteristic equation of a binomial random variable?

The characteristic equation of a binomial random variable is a mathematical expression that describes the probability distribution of the variable. It is used to calculate the probability of obtaining a certain number of successes in a fixed number of independent trials.

How is the characteristic equation of a binomial random variable calculated?

The characteristic equation of a binomial random variable is calculated using the formula (p + q)^n, where p is the probability of success in a single trial, q is the probability of failure (1-p), and n is the number of trials. This formula represents the binomial distribution, which can be used to calculate the probability of obtaining x successes in n trials.

What does the characteristic equation of a binomial random variable tell us?

The characteristic equation of a binomial random variable provides information about the probability distribution of the variable. It tells us the likelihood of obtaining a certain number of successes in a fixed number of trials, given a specific probability of success in each trial. It also allows us to calculate other important measures such as the mean and variance of the distribution.

What are the assumptions of the characteristic equation of a binomial random variable?

The characteristic equation of a binomial random variable assumes that each trial is independent and has only two possible outcomes (success or failure). It also assumes that the probability of success in each trial remains constant and that the trials are identical.

How is the characteristic equation of a binomial random variable used in real-life applications?

The characteristic equation of a binomial random variable is used in many real-life applications, such as in quality control, market research, and medical studies. It allows us to analyze and make predictions about the success or failure of a certain event or process, based on a fixed number of trials and a known probability of success. It is also used in statistical tests and hypothesis testing to determine the significance of results.

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