Statistics Examples

xP(x)80.3110.3150.1160.3
Step 1
Prove that the given table satisfies the two properties needed for a probability distribution.
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Step 1.1
A discrete random variable x takes a set of separate values (such as 0, 1, 2...). Its probability distribution assigns a probability P(x) to each possible value x. For each x, the probability P(x) falls between 0 and 1 inclusive and the sum of the probabilities for all the possible x values equals to 1.
1. For each x, 0P(x)1.
2. P(x0)+P(x1)+P(x2)++P(xn)=1.
Step 1.2
0.3 is between 0 and 1 inclusive, which meets the first property of the probability distribution.
0.3 is between 0 and 1 inclusive
Step 1.3
0.1 is between 0 and 1 inclusive, which meets the first property of the probability distribution.
0.1 is between 0 and 1 inclusive
Step 1.4
0.3 is between 0 and 1 inclusive, which meets the first property of the probability distribution.
0.3 is between 0 and 1 inclusive
Step 1.5
For each x, the probability P(x) falls between 0 and 1 inclusive, which meets the first property of the probability distribution.
0P(x)1 for all x values
Step 1.6
Find the sum of the probabilities for all the possible x values.
0.3+0.3+0.1+0.3
Step 1.7
The sum of the probabilities for all the possible x values is 0.3+0.3+0.1+0.3=1.
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Step 1.7.1
Add 0.3 and 0.3.
0.6+0.1+0.3
Step 1.7.2
Add 0.6 and 0.1.
0.7+0.3
Step 1.7.3
Add 0.7 and 0.3.
1
1
Step 1.8
For each x, the probability of P(x) falls between 0 and 1 inclusive. In addition, the sum of the probabilities for all the possible x equals 1, which means that the table satisfies the two properties of a probability distribution.
The table satisfies the two properties of a probability distribution:
Property 1: 0P(x)1 for all x values
Property 2: 0.3+0.3+0.1+0.3=1
The table satisfies the two properties of a probability distribution:
Property 1: 0P(x)1 for all x values
Property 2: 0.3+0.3+0.1+0.3=1
Step 2
The expectation mean of a distribution is the value expected if trials of the distribution could continue indefinitely. This is equal to each value multiplied by its discrete probability.
Expectation=80.3+110.3+150.1+160.3
Step 3
Simplify the expression.
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Step 3.1
Simplify each term.
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Step 3.1.1
Multiply 8 by 0.3.
Expectation=2.4+110.3+150.1+160.3
Step 3.1.2
Multiply 11 by 0.3.
Expectation=2.4+3.3+150.1+160.3
Step 3.1.3
Multiply 15 by 0.1.
Expectation=2.4+3.3+1.5+160.3
Step 3.1.4
Multiply 16 by 0.3.
Expectation=2.4+3.3+1.5+4.8
Expectation=2.4+3.3+1.5+4.8
Step 3.2
Simplify by adding numbers.
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Step 3.2.1
Add 2.4 and 3.3.
Expectation=5.7+1.5+4.8
Step 3.2.2
Add 5.7 and 1.5.
Expectation=7.2+4.8
Step 3.2.3
Add 7.2 and 4.8.
Expectation=12
Expectation=12
Expectation=12
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 [x2  12  π  xdx ] 
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