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Statistics
Chapter 4 Definitions
46
Mathematics
Undergraduate 2
03/23/2009

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Term
Rare Event Rule for Inferential Statistics
Definition

If, under a given assumption, the probability of a particular observed event is extremely small, we conclude that the assumption is probably not correct.

 

It's used for inferential statistics 

Term
What is Probablity?
Definition
Measure of the likelihood that a given event will occur; expressed as a number between 0 and 1.
Term
What is an Event?
Definition
any collection of results or outcomes of a procedure
Term
What is a Simple Event?
Definition
an outcome or an event that cannot be further     broken down into simpler components
Term
What is a Sample Space?
Definition
the Sample Space for a procedure consists of all possible simple events; that is, the sample space consists of all outcomes that cannot be broken down any further
Term
What does P stand for?
Definition
denotes a Probability
Term
What do A, B and C stand for?
Definition
specific events
Term
What does P(A) stand for?
Definition
the probability of event A occuring
Term
Relative Frequency Approximation of Probability
Definition

Conduct (or observe) a procedure, and count the number of times event A actually occurs.  Based on these actual results, P(A) is estimated as follows:

 

P(A)=    number of times A occured 

          # of times trial was repeated 

 

Ex:predicting a face-up/down thumb tack 

Term
Classical Approach to Probability
Definition

Assume that a given procedure has n different simple events and that each of those simple events has an equal chance of occurring.  If event A can occur in s of these n ways, then

 

P(A)= s = number of ways A can occur

        n   # of different simple events 

 

Ex: predicting a dice 

Term
Subjective Probabilities
Definition

P(A), the probability of event A, is estimated by using knowledge of the relevant circumstances.

 

Ex: meteorologist's predictions 

Term
What is the Law of Large Numbers?
Definition

As a procedure is repeated again and again, the relative frequency probability (from Rule 1) of an event tends to approach the actual probability.

 

(The greater the sample number, the better the approximate probability.)  

Term
The probability of an impossible event
Definition

zero

 

Ex: Thanksgiving falling on a Wednesday 

Term
The probability of an event that is certain to occur
Definition

One

 

Ex: Thanksgiving falling on a Thursday 

Term
What is the Complement of event A?
Definition

All outcomes in which the original event does not occur.


 

 

Term
How should you express rounded off probabilities?
Definition

Either as exact fractions/decimals or

rounded decimals showing three significant digits.

 

Ex: 3/5 or 0.0215 

Term
Actual Odds Against
Definition

  

  The ratio P(A)/P(A), usually

expressed in the form of a:b (read as "a to b").

Term
The Actual Odds in Favor
Definition

The reciprocal of the actual odds against an event.

 

Ex: If Odds Against are 1:2, then

Odds in Favor are 2:1. 

Term
Payoff Odds
Definition

Ratio of net profit (if you win) to the amount bet.

 

payoff odds against event A =

(net profit) : (amount bet) 

Term
Addition Rule
Definition
Rule for determining the probability that, on a single trial, either event A occurs, or event B occurs, or they both occur.
Term
Compound Event
Definition

any event combining 2 or more simple events

 

P(A or B) =P (in a single trial, event A occurs or event B occurs or they both occur) 

Term
Formal Addition Rule
Definition
P(A or B) = P(A) + P(B) – P(A and B)
where P(A and B) denotes the probability that A and B both occur at the same time as an outcome in a trial or procedure.
Term
Intuitive Addition Rule
Definition
To find P(A or B), find the sum of the number of ways event A can occur and the number of ways event B can occur, adding in such a way that every outcome is counted only once.  P(A or B) is equal to that sum, divided by the total number of outcomes in the sample space.
Term
Disjoint Events
Definition
Events that cannot occur simultaneously
Term
Complementary Events
Definition

It is impossible for an event and its complement to occur at the same time.

  

    P(A)and P(A) are disjoint 

Term
Rules of Complementary Events
Definition

      

P(A)+P(A) = 1

  

          P(A)=1-P(A) 

             

 P(A)=1-P(A) 

Term
Multiplication Rule
Definition

Rule for determining the probability that event A will occur on one trial and event B will occur on a second trial

 

P(A and B) 

Term
Tree Diagram
Definition
a picture of the possible outcomes of a procedure, shown as line segments emanating from one starting point.  These diagrams are helpful if the number of possibilities is not too large
Term
Conditional Probability
Definition

The probability of an event, given that some other event as already occured.

 

 

Term
What's the notation for Conditional Probability?
Definition
P(B♥A) represents the probability of event B occurring after it is assumed that event A has already occurred. 
Term
What's an Independent Event?
Definition

When an occurrance from one event does not affect the probability of the occurance of the other.

 

If A and B are not independent, they are dependent

Term
Formal Multiplication Rule
Definition

P(A and B) = P(A) • P(B♥A)

 

 

Term
Intuitive Multiplication Rule
Definition
When finding the probability that event A occurs in one trial and event B occurs in the next trial, multiply the probability of event A by the probability of event B, but be sure that the probability of event B takes into account the previous occurrence of event A.
Term
What does "or" mean in regards to P(A or B)?
Definition
Or suggests addition
Term
In the multiplication rule, what does the word "and" mean?
Definition
In regards to P(A and B), "and" suggests multiplication.
Term
What does "at least one" stand for?
Definition

"one or more"

 

The complement of getting at least one item of a particular type is that you get no items of that type. 

Term
How to find the probability of at least one
Definition

calculate the probability of none, then subtract that result from 1.  That is,

 

P(at least one) = 1 – P(none) 

Term
Conditional Probability
Definition

 A probability obtained with the additional information that some other event has already occurred.  P(B ♥ A) denotes the conditional probability of event B occurring, given that event A has already occurred, and it can be found by dividing the probability of events A and B both occurring by the probability of event A:

 

P(B♥A)= P(A and B)/ P(A)

Term
Intuitive Approach to Conditional Probability
Definition
The conditional probability of B given A can be found by assuming that event A has occurred and, working under that assumption, calculating the probability that event B will occur.
Term
What is a simulation of a procedure?
Definition
 a process that behaves the same way as the procedure, so that similar results are produced.
Term
Fundamental Counting Rule
Definition
For a sequence of two events in which the first event can occur m ways and the second event can occur n ways, the events together can occur a total of m  n ways.
Term
Notation
Definition

The factorial symbol ! denotes the product of decreasing positive whole numbers.  
For example, 

 

4! = 4*3*2*1 = 24 

Term
Factorial Rule
Definition
A collection of n different items can be arranged in order n! different ways.  (This factorial rule reflects the fact that the first item may be selected in n different ways, the second item may be selected in n – 1 ways, and so on.)
Term
Permutations Rule
(when items are all different)
Definition

Requirements:
There are n different items available.  (This rule does not apply if some of the items are identical to others.)


We select r of the n items (without replacement).


We consider rearrangements of the same items to be different sequences. (The permutation of ABC is different from CBA and is counted separately.)

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