STATISTICS - Section 2

 

Binomial Distribution 3

 

 

P(X<x)

P(X=x)

P(X<x)

P(X>x)

P(X>x)

 

 

 

Cumulative Probability Tables - case of p<0.5

 

These give the tabulated value of P(X< x) .

This means that the probability displayed is less than or equal to an observed value of x.


The random variable X is distributed Binomially, where there are n trials and probability of success p .

 

Before going into any detail about using the tables, we must first look at their structure.
There are a number of table designs, but they more or less contain the same data. It is just a matter of emphasis.

 

The tables we are using were issued by the Edexcel Examinining Board(2009).

A binomial distribution X ~ B(n, p) has values of p (across the top)and n (down the left side) in the following ranges:

 

 

p
0.05, 0.10, 0.15, 0.20, 0.25, 0.30, 0.35, 0.40, 0.45, 0.50
n
5, 6, 7, 8, 9, 10, 12, 15, 20, 25, 30, 40, 50

 

 

You can download a PDF copy of these tables, other tables and information on equations for A-level mathematics from the link below.

 

Mathematical Formulae Statistical Tables

(to download right click - "save target as" )

 

 

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Case    P(X<x)

 

This is a straight forward lookup of the table.

 

Say that the random variable X has values X = 0, 1, 2, 3, 4, 5 ,

also that the probability of success p=0.35 and the number of trials n=6 .

 

We want to know the value of the probability that X is less than or equal to 3 . That is, the value of : P(X<3)

 

 

cumulative probability table #1

 

 

From the table:           P(X<3) = 0.8826

 

 

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The case      P(X=x)

 

Using the values of n and p from before, let's say that we want to know the value of the probability that X is equal to 3. That is, the value of : P(X=3)

 

To understand this we must break down the values P(X<3) and P(X<2) into their constituent probabilities.

 

The probability that the random variable X is less than 3 or equal to 3 means that it can have values of '3' or '2' or '1' or '0'.

 

This can be written as the sum of probabilities. Remember for probability work, the operator '+' means OR .

 

 

P(X<3) = P(X=3) + P(X=2) + P(X=1) + P(X=0)

 

 

By the same reasoning,

 

 

P(X<2) = P(X=2) + P(X=1) + P(X=0)

 

 

subtracting the second equation from the first,

 

 

P(X<3) - P(X<2) = P(X=3)

 

 

turning the equation around,

 

 

P(X=3) = P(X<3) - P(X<2)

 

 

If we now look up the values for x = 3 and x = 2 from the tables:

 

 

P(X=3) = 0.8826 - 0.647  = 0.2355

 

 

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The case     P(X<x)

 

Using the values of n and p from before, let's say that we want to know the value of the probability that X is less than 3. That is, the value of : P(X<3)

 

The probability that the random variable X is less than 3 means that it can have values of '2' or '1' or '0'.

 

This can be written as the sum of probabilities. Remember for probability work, the operator '+' means OR .

 

 

P(X<3) = P(X=2) + P(X=1) + P(X=0)

 

 

but,

 

 

P(X<2) = P(X=2) + P(X=1) + P(X=0)

 

 

therefore,

 

 

P(X<3) = P(X<2)

 

 

since   P(X<2) = 0.6471

 

 

P(X<3) = 0.6471

 

 

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The case     P(X>x)

 

Using the values of n and p from before, let's say that we want to know the value of the probability that X is greater than 3. That is, the value of : P(X>3)

 

The probability that the random variable X is greater than 3 means that it can have values of '4' or '5' *

* the random variable X has values X = 0, 1, 2, 3, 4, 5

 

This can be written as the sum of probabilities. Remember for probability work, the operator '+' means OR .

 

 

P(X>3) = P(X=4) + P(X=5)

 

 

but the sum of all the individual probabilities equals '1' .

 

 

P(X=0) + P(X=1) + P(X=2) + P(X=3) + P(X=4) + P(X=5) = 1

 

 

rearranging, making P(X=4) + P(X=5) the subject,

 

 

 

P(X=4) + P(X=5) = 1 - [ P(X=0) + P(X=1) + P(X=2) + P(X=3)]

 

 

but,

 

 

P(X<3) = P(X=0) + P(X=1) + P(X=2) + P(X=3)

 

 

therefore,

 

 

P(X=4) + P(X=5) = 1 - P(X<3)

 

 

hence,

 

 

P(X>3) = 1 - P(X<3)

 

 

from the table,

 

 

P(X<3) = 0.8826

 

 

therefore,

 

 

P(X>3) = 1 - 0.8826 = 0.1174

 

 

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The case     P(X>x)

 

Using the values of n and p from before, let's say that we want to know the value of the probability that X is greater than or equal to 3. That is, the value of : P(X>3)

 

The probability that the random variable X is greater than or equal to 3 means that it can have values of '3' or '4' or '5' *

* the random variable X has values X = 0, 1, 2, 3, 4, 5

 

This can be written as the sum of probabilities. Remember for probability work, the operator '+' means OR .

 

 

P(X>3) = P(X=3) + P(X=4) + P(X=5)

 

 

but the sum of all the individual probabilities equals '1' .

 

 

P(X=0) + P(X=1) + P(X=2) + P(X=3) + P(X=4) + P(X=5) = 1

 

 

rearranging, making P(X=3) + P(X=4) + P(X=5) the subject,

 

 

P(X=3) + P(X=4) + P(X=5) = 1 - [P(X=0) + P(X=1) + P(X=2)]

 

 

but,

 

 

P(X>3) = P(X=3) + P(X=4) + P(X=5)

 

 

and,

 

 

P(X<2) = P(X=0) + P(X=1) + P(X=2)

 

 

it follows that ,

 

 

P(X>3) = 1 - P(X<2)

 

 

putting in values,

 

 

P(X>3) = 1 - 0.6471 = 0.3529

 

 

 

 

 

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