What is the Expected Number of Defective Keyboards?

So in this case, the expected number of defective keyboards would be 3(0.10)= 0.3.In summary, the conversation discusses the probability distribution for the number of defective keyboards produced by a computer company, given that 10% of their keyboards are defective. The expected number of defective keyboards is determined to be 0.3. The appropriate equation for this scenario is the binomial probability distribution, which takes into account the number of trials and the probability of success on each trial. It is not sufficient to simply multiply the probability distribution by the number of trials. The expected value for this distribution is calculated by taking the product of the number of faulty keyboards and their respective probabilities for each possible outcome. Alternatively, the expected value
  • #1
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Homework Statement



10% of the keyboards a computer company manufactures are defective. 3 keyboards come off the assembly line. Determine the probability distribution, where x=the number of defective keyboards. What would the expected number of defected keyboards be?


Homework Equations



I haven't done data management in over a year, this is the reason I can't do the question...I don't know what the equation is for probability distribution.


The Attempt at a Solution



After finding the probability distribution, I suppose I can just multiply it by 3?
 
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  • #2
There is no one probability distribution. What you want is the "binomial probability distribution". If, on each trial, an event happens with probability p, then the probability the event will happen i times in n trials is [itex]P(i)= _nC_i p^i(1-p)^{n-i}[/itex] where [itex]_nC_i[/itex] is the "binomial coefficient". Here, n= 3 and p= 0.10.

No, you cannot just multiply the probability distribution by 3. The expected value in 3 "trials" is 0P(0)+ 1P(1)+ 2P(2)+ 3P(3). That is, for i= 0, 1, 2, 3, you multiply the probability that many are faulty by the number, then add.
 
  • #3
Alternatively, you can just use the fact that for a binomial distribution with number N and probability P, the expected value is NP.
 

FAQ: What is the Expected Number of Defective Keyboards?

What is a probability distribution?

A probability distribution is a mathematical function that describes the likelihood of a certain outcome or event occurring. It shows the possible values of a random variable and their associated probabilities.

What are the types of probability distributions?

The two main types of probability distributions are discrete and continuous. Discrete distributions have a finite or countable number of possible values, while continuous distributions have an infinite number of possible values.

How is a probability distribution different from a probability density function?

A probability distribution is a table, graph, or formula that shows the probabilities associated with each possible outcome. A probability density function is a mathematical formula used to calculate the probability of a continuous random variable within a specific range of values.

How do you calculate the mean and standard deviation of a probability distribution?

The mean of a probability distribution is calculated by multiplying each possible outcome by its probability and then summing all of these values. The standard deviation is calculated using the formula: √[∑(x-μ)²p(x)], where μ is the mean and p(x) is the probability of each outcome.

How can probability distributions be used in real-world applications?

Probability distributions are used to model and analyze random phenomena in various fields such as finance, economics, psychology, and engineering. They are also used in risk assessment, decision-making, and statistical analysis of data.

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