In: Statistics and Probability
A Scrabble game has identical copies of each letter tile numbering as follows: A-9, B-2, C-2, D-4, E-12, F-2, G-3, H-2, I-9, J-1, K-1, L-4, M-2, N-6, O-8, P-2, Q-1, R-6, S-4, T-6, U-4, V-2, W-2, X-1, Y-2, Z-1 and Blanks-2. Seven tiles are randomly sampled without replacement from the above 100 tiles.If a letter appears exactly once in this seven-tile sample, we call it a singleton in this problem.
a. Consider a letter that has n copies in total (e.g., for the letter E, n=12). What is the probability that this letter is a singleton?
b. What is the expected value of the number of singletons? (Count “blank” as a letter.)
Suppose there are n copies of a letter 'x',
Then the probability of tile being the specific letter 'x' = n/Total sample size = n/100.
Since every tile has the probability of being letter 'x' = n/100. This is an example of bernoulli trial.
Thus the probability of finding 1 letter in the sample size 7 follows a binomial distribtuion,
The probability is given by :
The probability of letter being a singleton is
=
b.)
The probability value for each letter is as given below:
Letter | Success probability (p) | (1-p) | Probability of singleton |
A | 0.09 | 0.91 | 0.357758 |
b | 0.02 | 0.98 | 0.124018 |
c | 0.02 | 0.98 | 0.124018 |
d | 0.04 | 0.96 | 0.219172 |
e | 0.12 | 0.88 | 0.390099 |
f | 0.02 | 0.98 | 0.124018 |
g | 0.03 | 0.97 | 0.174924 |
h | 0.02 | 0.98 | 0.124018 |
i | 0.09 | 0.91 | 0.357758 |
j | 0.01 | 0.99 | 0.065904 |
k | 0.01 | 0.99 | 0.065904 |
l | 0.04 | 0.96 | 0.219172 |
m | 0.02 | 0.98 | 0.124018 |
n | 0.06 | 0.94 | 0.289745 |
o | 0.08 | 0.92 | 0.339559 |
p | 0.02 | 0.98 | 0.124018 |
q | 0.01 | 0.99 | 0.065904 |
r | 0.06 | 0.94 | 0.289745 |
s | 0.04 | 0.96 | 0.219172 |
t | 0.06 | 0.94 | 0.289745 |
u | 0.04 | 0.96 | 0.219172 |
v | 0.02 | 0.98 | 0.124018 |
w | 0.02 | 0.98 | 0.124018 |
x | 0.01 | 0.99 | 0.065904 |
y | 0.02 | 0.98 | 0.124018 |
z | 0.01 | 0.99 | 0.065904 |
Blanks | 0.02 | 0.98 | 0.124018 |
Expected value of number of singletons
= sum of probabilities of all the letters being singleton
= 4.93572