probability models and random variables

13

Upload: pwheeles

Post on 03-Dec-2014

4.682 views

Category:

Entertainment & Humor


2 download

DESCRIPTION

 

TRANSCRIPT

Page 1: Probability Models and Random Variables
Page 2: Probability Models and Random Variables

You pay $5 to play. Draw a card from the deck. If you draw the ace of hearts, you will $100 For any other ace you will $10 For any other heart you will $5 Any other card is a loser

Page 3: Probability Models and Random Variables

XP(X=x)X – random variable; the different values of our random event

P(X=x) – probability of each value of the random variable. Must sum to 1.

E(X) ( )x P x

Page 4: Probability Models and Random Variables

Expected Value(E(X)) - The value we would expect to get if we played the game many, many times. Theoretical long-run average.

E(X) ( )x P x

Page 5: Probability Models and Random Variables

Variance (Var(X)) – the variance of a random variable is the expected value of the squared deviations from the mean.

Standard Deviation – square root of variance

22 Var(X) ( ) ( )x E X P x

SD(X) Var(X)

Page 6: Probability Models and Random Variables

Game cost $5 to roll the die once If you roll a 6 you win $10 If you roll a 5 you win $7 If you roll a 3,4 you win $5 If you roll a 1,2 you lose. Find the expected value and standard

deviation.

Page 7: Probability Models and Random Variables

XP(X=x)

Page 8: Probability Models and Random Variables

Linear Transformations: For a random variable X, a new random variable Y may be created by applying a linear transformation, Y = aX + b, where a and b are constants. The mean, variance, and standard deviation become.

E(Y) = aE(X) + b Var(Y) = a2Var(X) SD(Y) = |a|SD(X)

Y Xa b 2 2 2Y Xa

Y Xa

Page 9: Probability Models and Random Variables

For the random variable XE(X) = 12SD(X) = 3Find the new mean and standard deviation

given:

3X X – 5

-2X + 8

Page 10: Probability Models and Random Variables

A new random variable may be made by finding the sum or difference of random variables. Let X and Y be independent random variables.

E(X + Y) = E(X) + E(Y)E(X – Y) = E(X) – E(Y)

Var(X + Y) = Var(X) + Var(Y)Var(X – Y) = Var(X) + Var(Y)

Standard Deviation:

X Y X Y

X Y X Y

2 2 2X Y X Y 2 2 2X Y X Y

2 2X Y X Y

Page 11: Probability Models and Random Variables

E(X) = 10 SD(X) = 2E(Y) = 5 SD(Y) = 6Find mean and standard deviation of each

new random variable.X + Y

X - Y

Page 12: Probability Models and Random Variables

In a game of dice a single die is rolled: a 6 gives 40 points, a 4 or 5 gives 10 points, and no points for a 1, 2, or 3. Find the mean and standard deviation.

Page 13: Probability Models and Random Variables

Suppose the points are doubled. What is the new mean and standard deviation?

Suppose the game is played twice. What is new mean and standard deviation?