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The Normal Distribution

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Presentation on theme: "The Normal Distribution"— Presentation transcript:

1 The Normal Distribution

2 DeMoivre-Laplace Theorem:
Let X be a binomial random variable defined on n independent trials each having success probability p. For any number c and d: If this integral is a continuous probability density function, then:

3 Standard Normal Distribution:
A Random Variable Z is said to have a standard normal distribution given by the following continuous pdf: A Standardized Normal Distribution is a normal distribution with a mean of 0 and a standard deviation of 1.

4 Cumulative Distribution Function for a Standard Normal Distribution
There is a special notation used for a cumulative distribution of a standard normal distribution or

5 Let the random variable X have a normal distribution. Then:

6 Find the area between z = 0 and z = 1 in a standard normal curve.
Find the probability of getting a z-value less than 0.43 in a standard normal distribution. Answer: Find the area between z = 0 and z = 1 in a standard normal curve. Answer:

7 Find the probability of getting a z-value in a standard normal distribution that is greater than 1.82. Answer: If the probability of getting less than a certain z-value is , what is the z-value? Answer:

8 Find the probability of getting a z-value in a standard normal distribution that is between 0.46 and 1.75. Answer: Find the z-value for which the area under the standard normal curve to the right of that value is Answer: 1.96

9 Properties of the Standard Normal Distribution:
1. The probability that a z-score falls within 1 standard deviation of the mean on either side, that is, between z = -1 and z = 1, is approximately 68%. 2. The probability that a z-score falls within 2 standard deviations of the mean on either side, that is, between z = -2 and z = 2, is approximately 95%. 3. The probability that a z-score falls within 3 standard deviations of the mean on either side, that is, between z = -3 and z = 3, is approximately 99.7%.

10 A Random Variable X is said to have a normal distribution with standard mean and variance is given by: This function can be used for normal distributions with a mean different from 0 and a standard deviation different from 1. We can convert this into a standardized normal variable by converting each of its scores into standard scores, given by:

11 In a Normal Distribution, the mean and standard deviation are given below. What is the probability of obtaining a value greater than 30? Answer: In a Normal Distribution, the mean and standard deviation are given below. What is the probability of obtaining a value less than 20? Answer:

12 In a Normal Distribution, the mean and standard deviation are given below. What is the probability of obtaining a value greater than 120? Answer: In a Normal Distribution, the mean and standard deviation are given below. What is the probability of obtaining a value between -6 and 9? Answer:

13 In a Normal Distribution, the mean and standard deviation are given below. Find the x-value for which the area to the left of that value is 0.04. Answer: 72 In a Normal Distribution, the mean and standard deviation are given below. Find the x-value for which the area to the right of that value is 0.6. Answer: 1.99

14 In a 1905 study, R. Pearl determined that the brain weights of Swedish men are approximately normally distributed with a mean and standard deviation given below. Determine the percentage of Swedish men with brain weights between 1.50 and 1.70 kg. Answer: or 17.8% The annual wages, excluding board, of US farm laborers in 1926 are normally distributed with a mean and standard deviation given below. In 1926, what is the probability that a US farm laborer will have an annual wage of at least $400? Answer:

15 The masses of a certain species of bird have a normal distribution with mean 50 grams. If 10 percent of the birds weigh more than 60 grams, find the variance of their masses. Answer: 61 grams The annual rainfall in a town has a normal distribution with standard deviation of 5 inches. If the rainfall is over 20 inches for a third of the years, find the mean rainfall. Answer: inches

16 The random variable X is normally distributed and
The weights of a certain species of bird are normally distributed with mean 0.8 kg and standard deviation 0.12 kg. Find the probability that the weight of a randomly chosen bird of the species lies between 0.74 kg and 0.95 kg. Answer: M02/HL1/11 The random variable X is normally distributed and Answer: 9.19 M03/HL1/14 Find E(X).

17 Z is the standard normal variable with mean 0 and variance 1
Z is the standard normal variable with mean 0 and variance 1. Find the value of a such that: Answer: a = 1.15 M01/HL1/13 The speed of cars at a certain point on a straight road are normally distributed with mean and standard deviation. 15% of the cars travelled at speeds greater than 90 km/hr and 12% of them at speeds less than 40 km/hr. Find the mean and standard deviation. Answer: Mean = 66.6 Standard Deviation = 22.6 SPEC06/HL1/8

18 b) Find the upper quartile of the distribution.
A certain type of vegetable has a weight which follows a normal distribution with mean 450 grams and standard deviation 50 grams. a) In a load of 2000 of these vegetables, calculate the expected number with a weight greater than 525 grams. b) Find the upper quartile of the distribution. Answers: 134, 484 N06/HL1/9 The weights in grams of bread loaves sold at a supermarket are normally distributed with mean 200 grams. The weights of 88% of the loaves are less than 220 grams. Find the standard deviation. Answer: Standard Deviation = 17.0 M06/HL1/8


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