Question

In: Statistics and Probability

A Scrabble game has identical copies of each letter tile numbering as follows: A-9, B-2, C-2,...

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.)

Solutions

Expert Solution

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


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