QUESTION IMAGE
Question
b) write the probability distribution for the number of heads. make sure to put the values of x from smallest to largest.
Response
- Assume the number of coin - tosses is \(n\). Here, let's first consider the case of \(n = 3\) coin - tosses (a common example when not specified otherwise). The number of heads \(X\) can take values \(0\), \(1\), \(2\), \(3\).
- The probability of getting \(k\) heads in \(n\) independent and identical coin - tosses is given by the binomial probability formula \(P(X = k)=C(n,k)\times p^{k}\times(1 - p)^{n - k}\), where \(C(n,k)=\frac{n!}{k!(n - k)!}\) is the number of combinations of \(n\) items taken \(k\) at a time, and \(p\) is the probability of getting a head in a single coin - toss. For a fair coin, \(p=\frac{1}{2}\).
- When \(X = 0\) (no heads in \(n = 3\) tosses):
- Calculate the combination \(C(3,0)=\frac{3!}{0!(3 - 0)!}=\frac{3!}{3!}=1\).
- Using the binomial formula \(P(X = 0)=C(3,0)\times(\frac{1}{2})^{0}\times(1-\frac{1}{2})^{3 - 0}=1\times1\times(\frac{1}{2})^{3}=\frac{1}{8}\).
- When \(X = 1\) (one head in 3 tosses):
- Calculate the combination \(C(3,1)=\frac{3!}{1!(3 - 1)!}=\frac{3!}{1!2!}=\frac{3\times2!}{2!}=3\).
- Using the binomial formula \(P(X = 1)=C(3,1)\times(\frac{1}{2})^{1}\times(1 - \frac{1}{2})^{3 - 1}=3\times\frac{1}{2}\times(\frac{1}{2})^{2}=\frac{3}{8}\).
- When \(X = 2\) (two heads in 3 tosses):
- Calculate the combination \(C(3,2)=\frac{3!}{2!(3 - 2)!}=\frac{3!}{2!1!}=\frac{3\times2!}{2!}=3\).
- Using the binomial formula \(P(X = 2)=C(3,2)\times(\frac{1}{2})^{2}\times(1 - \frac{1}{2})^{3 - 2}=3\times(\frac{1}{2})^{2}\times\frac{1}{2}=\frac{3}{8}\).
- When \(X = 3\) (three heads in 3 tosses):
- Calculate the combination \(C(3,3)=\frac{3!}{3!(3 - 3)!}=\frac{3!}{3!0!}=1\).
- Using the binomial formula \(P(X = 3)=C(3,3)\times(\frac{1}{2})^{3}\times(1 - \frac{1}{2})^{3 - 3}=1\times(\frac{1}{2})^{3}\times1=\frac{1}{8}\).
Step1: Define possible values of \(X\)
The number of heads \(X\) in coin - tosses can be \(0,1,2,\cdots,n\). For simplicity, assume \(n = 3\).
Step2: Calculate \(P(X = 0)\)
Use binomial formula with \(C(3,0) = 1\), \(p=\frac{1}{2}\), \(n = 3\), \(k = 0\).
Step3: Calculate \(P(X = 1)\)
Find \(C(3,1)=3\) and use binomial formula.
Step4: Calculate \(P(X = 2)\)
Find \(C(3,2)=3\) and use binomial formula.
Step5: Calculate \(P(X = 3)\)
Find \(C(3,3)=1\) and use binomial formula.
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| \(X\) | \(P(X)\) |
|---|---|
| \(1\) | \(\frac{3}{8}\) |
| \(2\) | \(\frac{3}{8}\) |
| \(3\) | \(\frac{1}{8}\) |