The quality control manager of​ Marilyn's Cookies is inspecting a batch of​ chocolate-chip cookies that has just been baked. If the production process is in​ control, the mean number of chip parts per cookie is 6.5. Complete parts​ (a) through​ (c).
a. What is the probability that in any particular cookie being inspected less than five chip parts will be​ found?  
b. What is the probability that in any particular cookie being inspected exactly five chip parts will be​ found?c. What is the probability that in any particular cookie being inspected five or more chip parts will be​ found?d. What is the probability that in any particular cookie being inspected either four or five chip parts will be​ found?

Respuesta :

Answer:

(a) P(X<5) = 0.2237

(b) P(X=5) = 0.1454

(c) P(X≥5) = 0.7763

(d) P(X=either 4 or 5) = 0.2572

Step-by-step explanation:

We will consider this question as a Poisson process and use the following formula to determine the answers:

P(X=x) = λˣe^-λ / x!

Where λ = Mean number of chip parts per cookie

           x = Number of chip parts found

(a) For calculating the probability of less than 5 chip parts being found, we need to consider all the values less than 5 i.e. 0,1,2,3,4 and calculate the probability for these values.

P(X < 5) = P(X=0) + P(X=1) + P(X=2) + P(X=3) + P(X=4)

                  = [tex]6.5^{0} e^{-6.5}[/tex]/0! + [tex]6.5^{1} e^{-6.5}[/tex]/1! + [tex]6.5^{2} e^{-6.5}[/tex]/2! + [tex]6.5^{3} e^{-6.5}[/tex]/3! + [tex]6.5^{4} e^{-6.5}[/tex]/4!

     P(X<5) = 0.0015 + 0.0098 + 0.0318 + 0.0688 + 0.1118

     P(X<5) = 0.2237

The probability that in any particular cookie being inspected, less than 5 chip parts will be found is 0.2237

(b) P(X=5) = [tex]6.5^{5} e^{-6.5}[/tex]/5!

    P(X=5) = 0.1454

The probability that in any particular cookie being inspected, exactly 5 chip parts will be found is 0.1454.

(c) To calculate the probability of more than or equal to 5 chip parts being found, we will consider the probability P(X<5) which we have already found in part (a) and subtract it from the total probability (i.e. 1) to get P(X≥5).

P(X≥5) = 1 - P(X<5)

                = 1 - 0.2237

    P(X≥5) = 0.7763

The probability that in any particular cookie being inspected 5 or more chip parts will be found is 0.7763.

(d) To calculate the probability that either 4 or 5 chip parts will be found, we must add P(X=4) and P(X=5). We know the value of P(X=5) from part (b) and the value of P(X=4) from part (a). Hence,

P(X=either 4 or 5) = P(X=4) + P(X=5)

                              = 0.1118 + 0.1454

P(X=either 4 or 5) = 0.2572

The probability that in any particular cookie being inspected, either 4 or 5 chip parts will be found is 0.2572.

The solution to the problem can be found using the Poisson distribution.

Given to us

The mean number of chip parts per cookie is 6.5.

What is Poisson distribution?

According to Poisson distribution,

[tex]P(X=x) = \dfrac{\lambda^x \times e^{-\lambda}}{x!}[/tex]

where λ is the mean.

For λ = 6.5 the graph of the Poisson distribution is plotted below.

What is the probability of any particular cookie being inspected less than five chip parts will be​ found?

We know about the Poisson distribution, therefore,

x < 5

λ = 6.5

As we need the probability of the cookie being inspected less than five chip parts will be​ found,

P(x<5) = P(x=0) + P(x=1) + P(x=2) + P(x=3) + P(x=4)

        [tex]=\dfrac{6.5^0 \times e^{-6.5}}{0!} + \dfrac{6.5^1 \times e^{-6.5}}{1!}+\dfrac{6.5^2 \times e^{-6.5}}{2!} +\dfrac{6.5^3 \times e^{-6.5}}{3!} + \dfrac{6.5^4 \times e^{-6.5}}{4!}[/tex]

P(x<5) = 0.22366

What is the probability that in any particular cookie being inspected exactly five chip parts will be​ found?

We know about the Poisson distribution, therefore,

x = 5

λ = 6.5

P(x=5) = [tex]=\dfrac{6.5^5 \times e^{-6.5}}{5!}[/tex]

       

P(x=5) = 0.14537

What is the probability that in any particular cookie being inspected five or more chip parts will be​ found?

We know about the Poisson distribution, therefore,

x = 5

λ = 6.5

P(x≥5) = 1 - P(x<5)

           = 1 - 0.22366

           = 0.77634

What is the probability that in any particular cookie being inspected either four or five chip parts will be​ found?

P(x = 4 or 5) = P(x=4) + P(x = 5)

                    = 0.11182 + 0.14537

                    = 0.25719

Learn more about Poisson distribution:

https://brainly.com/question/5673802

Ver imagen ap8997154