Bounds for the mean of the minimum of binomial random variables

In summary, the person is asking for a recommendation for a paper or book that can help them find upper and lower bounds for the expected value of the minimum of independent binomial random variables. They also mention that there is no close formula for the cdf of the binomial distribution and that they prefer to find bounds instead. Another person suggests a floor-sum expression from Wikipedia.
  • #1
soroush1358
3
0
Dear Friends,
I want to find an upper and lower bound for the expected value of the minimum of independent binomial random variables. What paper/book do you suggest for this problem?

In other words, I need to find bounds for E(min(X1,X2,...,Xn)), where Xi 's are independent random variables with binomial distribution.

Thanks in advance.
 
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  • #2
Why do you need bounds, have you thought of deriving/computing the expected value directly?
 
  • #3
There is not any close formula for the cdf of binomial distribution. Hence, it seems that the minimum can not be evaluated theoretically. As a result of this, I prefer to find some upper and lower bounds for it.
 
  • #5


Dear colleague,

Thank you for your question. Finding bounds for the expected value of the minimum of independent binomial random variables is a common problem in statistics and probability theory. There are several papers and books that discuss this topic, but I would recommend starting with the book "Probability and Random Processes" by Geoffrey Grimmett and David Stirzaker. Chapter 3 of this book covers the topic of order statistics, which includes the minimum of independent random variables. Additionally, the paper "Bounds for the Distribution of the Minimum of Independent Random Variables" by David Siegmund and Michael Marcus may also be helpful in your research. I hope this helps and good luck with your work!
 

Related to Bounds for the mean of the minimum of binomial random variables

1. What is the mean of the minimum of binomial random variables?

The mean of the minimum of binomial random variables is a statistical measure that represents the average value of the smallest number of successes in a given number of independent trials with a fixed probability of success.

2. How is the mean of the minimum of binomial random variables calculated?

The mean of the minimum of binomial random variables can be calculated by multiplying the number of trials by the probability of success and then dividing by the total number of trials.

3. What are some practical applications of bounds for the mean of the minimum of binomial random variables?

Bounds for the mean of the minimum of binomial random variables can be applied in various fields such as finance, economics, and engineering, to determine the expected minimum value of a certain event or outcome. It can also be used in quality control to set minimum acceptable standards.

4. How can one use bounds for the mean of the minimum of binomial random variables in decision making?

Bounds for the mean of the minimum of binomial random variables can be used to make informed decisions by providing a range of possible outcomes and their corresponding probabilities. This can help in evaluating the risks and benefits of a particular decision.

5. Can bounds for the mean of the minimum of binomial random variables be calculated for any number of trials?

Yes, bounds for the mean of the minimum of binomial random variables can be calculated for any number of trials, as long as the trials are independent and have a fixed probability of success. However, as the number of trials increases, the bounds become tighter and the estimated mean becomes more accurate.

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