Binomial Distribution

a Studnet takes a 20 question multiple-choice exam with five choices for each question and guesses on each question. Find the probability of guessing at least 15 out of 20 correctly. Would you consider this event likely or unlikey to occur? Explain

Comments

answer

$ X_n=\left [\begin{array}{cccccccc}<br />
0&1&2&.&k&.&n-1&n\\<br />
\left (\begin{array}{c}n\\0 \end {array}\right ) \)q^n&\left (\begin{array}{c}n\\1 \end {array}\right )\)pq^{n-1}&\left (\begin{array}{c}n\\2 \end {array}\right ) \)p^2q^{n-2}&.&\left (\begin{array}{c}n\\k \end {array}\right ) \)p^kq^{n-k}&.&\left (\begin{array}{c}n\\n-1 \end {array}\right ) \)p^{n-1}q^&\left (\begin{array}{c}n\\n \end {array}\right ) \)p^n<br />
\end {array}\right ] \) $

$ X_{20}=\left [\begin{array}{cccccccc}<br />
0&1&2&.&k&.&n-1&n\\<br />
\left (\begin{array}{c}20\\0 \end {array}\right ) \)q^{20}&\left (\begin{array}{c}20\\1 \end {array}\right )\)pq^{19}&\left (\begin{array}{c}20\\2 \end {array}\right ) \)p^2q^{18}&.&\left (\begin{array}{c}20\\k \end {array}\right ) \)p^kq^{20-k}&.&\left (\begin{array}{c}20\\19 \end {array}\right ) \)p^{19}q^&\left (\begin{array}{c}20\\20 \end {array}\right ) \)p^{20}<br />
\end {array}\right ] \) $
In your case error occurs with probability

$$q=\frac{4}{5}$$

You guess with probability

$$p=\frac{1}{5}$$

You want to guess at least 15, so you have to sum up probabilities from 15 to 20.

$$prob=\sum_{k=15}^{k=20}\left (\begin{array}{c}20\\k \end {array}\right ) \)(\frac{1}{5})^k(\frac{4}{5})^{20-k}=\frac{1}{5^{20}}\sum_{k=15}^{k=20}\left (\begin{array}{c}20\\k \end {array}\right ) \)4^{20-k}=\frac{1}{5^{20}}\sum_{k=0}^{k=5}\left (\begin{array}{c}20\\k \end {array}\right ) \)4^{k}$$

Exact result:

$$\frac{17192497}{95367431640625}$$

Scientific notation:

$$1.8027639734272  *10^{-7}$$

So just 2 out of ten millions students can get at least 15 right answers trying to guess the good one.

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