Probabilistic and Statistical Techniques 1 Lecture 10 Eng. Ismail Zakaria El Daour 2011.
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Transcript of Probabilistic and Statistical Techniques 1 Lecture 10 Eng. Ismail Zakaria El Daour 2011.
Probabilistic and Probabilistic and Statistical TechniquesStatistical Techniques
1
Lecture 10
Eng. Ismail Zakaria El Daour
2011
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Example
=
( )( | )
( )
P ABP A B
P B =
Probabilistic and Statistical TechniquesProbabilistic and Statistical Techniques
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ExampleProbabilistic and Statistical TechniquesProbabilistic and Statistical Techniques
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Probabilistic and Statistical Techniques
ExampleExample
Let the event O be an on time repair and let the event S be a satisfactory repair.It is known that P(S | O) = 0.85 and P(O) = 0.77.The question asks for P(O S) which isP(O S) = P(S | O) × P(O) = 0.85 × 0.77 = 0.6545.
A car repair is either on time or late and either satisfactory or unsatisfactory .If a repair is made on time, then there is a probability of 0.85 that it is satisfactory. There is a probability of 0.77 that a repair will be made on time . What is the probability that a repair is made on time and
is satisfactory?
SolutionSolution
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Probabilistic and Statistical Techniques
ExampleExample
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1. P(A) =
2. P(D) =
3. P(C B) =
4. P(A D) =
5. P(B D) =
Example
EventEvent C D Total
A 4 2 6
B 1 3 4
Total 5 5 10
What’s the Probability?
Probabilistic and Statistical Techniques
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SolutionThe Probabilities Are:
1. P(A) = 6/10
2. P(D) = 5/10
3. P(C B) = 1/10
4. P(A D) = 9/10
5. P(B D) = 3/10
EventEvent C D Total
A 4 2 6
B 1 3 4
Total 5 5 10
Probabilistic and Statistical Techniques
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EventEvent B1 B2 Total
A1 P(A 1 B1) P(A1 B2) P(A1)
A2 P(A 2 B1) P(A2 B2) P(A2)
P(B1) P(B2) 1
Event Probability Using Two–Way Table
Total
Probabilistic and Statistical Techniques
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Conditional Probability Using Two–Way Table
Experiment: Draw 1 Card. Note Kind, Color & Suit.
ColorType Red Black Total
Ace 2 2 4
Non-Ace 24 24 48
Total 26 26 52
P(Ace Black) 2 / 52 2P(Ace | Black) =
P(Black) 26 / 52 26
Probabilistic and Statistical Techniques
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Using the table then the formula, what’s the probability?
Example
1. P(A|D) =
2. P(C|B) =
3. Are C & B Independent?
EventEvent C D Total
A 4 2 6
B 1 3 4
Total 5 5 10
Probabilistic and Statistical Techniques
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SolutionUsing the formula, the probabilities Are:
Dependent
P(A | D) = P(A D)
P(D)
= =2 105 10
25
//
P(C | B) = P(C B)
P(B)
P(C) =
510
= =
≠
1 104 10
14
14
//
= P(C | B)
Probabilistic and Statistical Techniques
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Example
Suppose that we have two events, A and B with P(A)=0.5, P(B)=0.6 and P(A &B)=0.4
Find:
P(A/B)
P(B/A)
Are A and B independent events? Why?
Probabilistic and Statistical Techniques
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Example
Assume that we have two events, A and B that are disjoints, assume also that P(A)=0.3, P(B)=0.4
What is (A & B)
What is P(A & B)
What is P(A/B)
Probabilistic and Statistical Techniques
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From a very large sample
Relative Frequencies
Died of
Cancer
Did Not Die
of Cancer
Totals
Never Smoke Cigars.00570.880.886
Former Cigar Smoker.00066.057.057
Current Cigar Smoker.00103.056.057
Totals.00739.9931.000Is Died of Cancer independent of cigar smoking?
Probabilistic and Statistical Techniques
P (Died of Cancer) = 0.00739P (Died of Cancer/ Current Cigar Smoker)
= .00103/ .057= 0.018Since P (Died of Cancer) does not equal P
(Died of Cancer/ Current Cigar Smoker)So the events are dependent
Lecture 11 15
From a very large sample
Probabilistic and Statistical Techniques
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Example
In a survey of MBA students, the following data were obtained on ‘students’ first reason for application to the school in which they joined.
Probabilistic and Statistical Techniques
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Probabilistic and Statistical Techniques
What can you say about: - P(A B) + P(A B’) = - P(A B) + P(B A’) =
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Probabilistic and Statistical Techniques
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A bag contains 200 balls that are red or blue and either dull or shiny. There are 55 shiny red balls, 91 shiny balls, and 70 red balls. If a ball is chosen at random.
1- Find P( either shing or red )? 2- Find P( dull and bule )? 3- What is the probability of the chosen ball
being shiny conditional on it being red ? 4-What is the probability of the chosen ball
being dull conditional on it being red ?
Probabilistic and Statistical Techniques
Example
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A bag contains 150 balls that are red or blue and either dull or shiny. There are 36 shiny red balls, 54 blue balls. If a ball is chosen at random.
What is the probability of the chosen ball being shiny conditional on it being red ?
What is the probability of the chosen ball being dull conditional on it being red ?
Probabilistic and Statistical Techniques
Example
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