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Problems on computing density probability distribution functions
Problem 1Five-digit codes are selected at random from the set {0, 1, 2, ..., 9} with replacement.
If the random variable X denotes the number of zeros in randomly chosen codes, then what are
the space of values and the probability density function of X ?
Solution
The words "with replacement" mean, in this context, that in every of 5 positions, from 1 to 5,
from left to right, any of 10 digits can appear independently of digits in other positions,
with the probability = 0.1.
For X, we have 6 possible values, X = 0, 1, 2, 3, 4, 5.
The probability density function of X is
P(X=0) = = = 0.59049,
P(X=1) = = = 0.32805,
P(X=2) = = = = 0.0729,
P(X=3) = = = = 0.0081,
P(X=4) = = = = 0.00045,
P(X=5) = = = 0.00001.
CHECK. 0.59049 + 0.32805 + 0.0729 + 0.0081 + 0.00045 + 0.00001 = 1. (! correct !)
Problem 27 men and 3 women are ranked according to their scores on an exam. Assume that no two scores are alike,
and that all 10! possible rankings are equally likely. Let X denote the highest ranking achieved by a man
(so X=1 indicates that a man achieved the highest score on the exam). Find each of the following:
(a) P(X=1); (b) P(X=2); (c) P(X=3); (d) P(X=7).
Solution
(a) X=1 means that one of the 7 men is in the first position,
while the rest 6 men and 3 women are distributed in positions from 2 to 10 in arbitrary ways.
The number of such possible outcomes is = 7*9!,
and to find the probability P(X=1), we should relate 7*9! to 10!.
It gives P(X=1) = = = 0.7.
It is the ANSWER to (a).
(b) X=2 means that one of the 3 women is in the first position and one of the 7 men is in the second position,
while the rest 3-1 = 2 women and 7-1 = 6 men are distributed in positions from 3 to 10 in arbitrary ways.
The number of such possible outcomes is = 3*7*8!,
and to find the probability P(X=2), we should relate 3*7*8! to 10!.
It gives P(X=2) = = = = .
It is the ANSWER to (b).
(c) X=3 means that two of the 3 women are in the first and in the second positions and one of the 7 men
is in the second position,
while the rest 3-2 = 1 women and 7-1 = 6 men are distributed in positions from 3 to 10 in arbitrary ways.
The number of such possible outcomes is = = 3*7*7!,
and to find the probability P(X=3), we should relate 3*7*7! to 10!.
It gives P(X=3) = = = = .
It is the ANSWER to (c).
(d) X=7 means that some man is in the 7th positions and the are no men in positions from 1 to 6.
But this configuration is not possible (which is obvious), so
P(X=7) = 0.
It is the ANSWER to (d).
Thus, all the questions are answered, and the problem is solved completely.
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- Using cumulative sums and relevant standard functions to solve problems on Binomial Distributions
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- OVERVIEW of lessons on Probability, section 3
Use this file/link OVERVIEW of lessons on Probability to navigate over all my lessons on Probability problems (section 1) in this site.
Use this file/link OVERVIEW of my additional lessons on Probability to navigate over all my lessons on additional Probability problems (section 2) in this site.
Use this file/link ALGEBRA-II - YOUR ONLINE TEXTBOOK to navigate over all topics and lessons of the online textbook ALGEBRA-II.
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