WELCOME TO MY
PRESENTATION
Md. Pahan Mazumder
ID:121-23-2884
My TOPIC IS
Probability
• Denoted by P(Event)
outcomestotal
outcomesfavorable
)( =EP
This method for calculating probabilities is only appropriate
when the outcomes of the sample space are equally likely.
Experimental Probability
• The relative frequency at which a
chance experiment occurs
–Flip a fair coin 30 times & get 17
heads
30
17
Law of Large Numbers
• As the number of repetitions of a
chance experiment increase, the
difference between the relative
frequency of occurrence for an
event and the true probability
approaches zero.
Basic Rules of Probability
Rule 1. Legitimate Values
For any event E,
0 < P(E) < 1
Rule 2. Sample space
If S is the sample space,
P(S) = 1
Rule 3. Complement
For any event E,
P(E) + P(not E) = 1
Rule 4. Addition
If two events E & F are disjoint,
P(E or F) = P(E) + P(F)
(General) If two events E & F are
not disjoint,
P(E or F) = P(E) + P(F) – P(E & F)
Ex 1) A large auto center sells cars made by
many different manufacturers. Three of these
are Honda, Nissan, and Toyota. (Note: these
are not simple events since there are many
types of each brand.) Suppose that P(H) = .
25, P(N) = .18, P(T) = .14.
Are these disjoint events?
P(H or N or T) =
P(not (H or N or T) =
yes
.25 + .18+ .14 = .57
1 - .57 = .43
Ex. 2) Musical styles other than rock
and pop are becoming more popular. A
survey of college students finds that the
probability they like country music is .
40. The probability that they liked jazz
is .30 and that they liked both is .10.
What is the probability that they like
country or jazz?
P(C or J) = .4 + .3 -.1 = .6
Rule 5. Multiplication
If two events A & B are
independent,
General rule:
P(B)P(A)B)&P(A ⋅=
A)|P(BP(A)B)&P(A ⋅=
Ex. 3) A certain brand of light bulbs are
defective five percent of the time. You
randomly pick a package of two such
bulbs off the shelf of a store. What is the
probability that both bulbs are defective?
Can you assume they are independent?
0025.05.05.D)&P(D =⋅=
Ex 4)
If P(A) = 0.45, P(B) = 0.35, and A &
B are independent, find P(A or B).
Is A & B disjoint?
If A & B are disjoint, are they
independent?
Disjoint events do not happen at the same
time.
So, if A occurs, can B occur?
Disjoint events are
dependent!
NO, independent events cannot be disjoint
P(A or B) = P(A) + P(B) – P(A & B)
How can you
find the
probability of
A & B?
P(A or B) = .45 + .35 - .45(.35) =
0.6425
If
independent,
multiply
Ex 5) Suppose I will pick two cards from a standard
deck without replacement. What is the probability that
I select two spades?
Are the cards independent? NO
P(A & B) = P(A) · P(B|A)
Read “probability of B
given that A occurs”
P(Spade & Spade) = 1/4 · 12/51 = 1/17
The probability of getting a spade given
that a spade has already been drawn.
Rule 6. At least one
The probability that at least one
outcome happens is 1 minus the
probability that no outcomes
happen.
P(at least 1) = 1 – P(none)
Ex. 6) A certain brand of light bulbs are
defective five percent of the time. You
randomly pick a package of two such
bulbs off the shelf of a store.
What is the probability that at least one
bulb is defective?
P(at least one) = P(D & DC
) or P(DC
& D) or P(D & D)
or
1 - P(DC
& DC
)
.0975
Ex 7) For a sales promotion the
manufacturer places winning symbols
under the caps of 10% of all Dr. Pepper
bottles. You buy a six-pack. What is
the probability that you win something?
P(at least one winning symbol) =
1 – P(no winning symbols)
1 - .96
= .4686
Rule 7: Conditional Probability
• A probability that takes into
account a given condition
P(A)
B)P(A
A)|P(B
∩
=
given
and
A)|P(B =
Ex 6) In a recent study it was
found that the probability that a
randomly selected student is a
girl is .51 and is a girl and plays
sports is .10. If the student is
female, what is the probability
that she plays sports?
1961.
51.
1.
P(F)
F)P(S
F)|P(S ==
∩
=
Ex 7) The probability that a
randomly selected student plays
sports if they are male is .31. What
is the probability that the student is
male and plays sports if the
probability that they are male
is .49?
1519.
49.
31.
P(M)
M)P(S
M)|P(S
=
=
∩
=
x
x
• The number of possible permutations is the
number of different orders in which
particular events occur. The number of
possible permutations are
Permutations
Np=
n!
(n−r)!
where r is the number of events in the series, n is the number
of possible events, and n! denotes the factorial of n = the
product of all the positive integers from 1 to n.
PermutationsPermutations
In how many ways can 8 Books be arranged on a
shelf?
Np=
n!
(n−r)! n = 8
r = 8
Np=
8!
(8−8)!
=
8!
1
=40,320
Permutations
In how many ways can 4 CD’s (out of a
collection of 8 CD’s) be arranged on a
shelf?
Np=
n!
(n−r)!
n = 8
r = 4
Np=
8!
(8−4)!
=
8!
4!
=1,680
When the order in which the events occurred is of no interest, we
are dealing with combinations. The number of possible
combinations is
When the order in which the events occurred is of no interest, we
are dealing with combinations. The number of possible
combinations is
CombinationsCombinations
Nc=
n
r





=
n!
r!(n−r)!
where r is the number of events
in the series, n is the number of
possible events, and n! denotes
the factorial of n = the product
of all the positive integers from
1 to n.
How many groups of 4 CDs are there in a collection
of 8 CDs?
How many groups of 4 CDs are there in a collection
of 8 CDs?
CombinationsCombinations
Nc=
n
r





=
n!
r!(n−r)!
n = 8
r = 4
Nc=
8
4





=
8!
4!(8−4)!
=
8!
4!4!
=70
•

Probability

  • 1.
  • 2.
  • 3.
  • 5.
    Probability • Denoted byP(Event) outcomestotal outcomesfavorable )( =EP This method for calculating probabilities is only appropriate when the outcomes of the sample space are equally likely.
  • 6.
    Experimental Probability • Therelative frequency at which a chance experiment occurs –Flip a fair coin 30 times & get 17 heads 30 17
  • 7.
    Law of LargeNumbers • As the number of repetitions of a chance experiment increase, the difference between the relative frequency of occurrence for an event and the true probability approaches zero.
  • 8.
    Basic Rules ofProbability Rule 1. Legitimate Values For any event E, 0 < P(E) < 1 Rule 2. Sample space If S is the sample space, P(S) = 1
  • 9.
    Rule 3. Complement Forany event E, P(E) + P(not E) = 1
  • 10.
    Rule 4. Addition Iftwo events E & F are disjoint, P(E or F) = P(E) + P(F) (General) If two events E & F are not disjoint, P(E or F) = P(E) + P(F) – P(E & F)
  • 11.
    Ex 1) Alarge auto center sells cars made by many different manufacturers. Three of these are Honda, Nissan, and Toyota. (Note: these are not simple events since there are many types of each brand.) Suppose that P(H) = . 25, P(N) = .18, P(T) = .14. Are these disjoint events? P(H or N or T) = P(not (H or N or T) = yes .25 + .18+ .14 = .57 1 - .57 = .43
  • 12.
    Ex. 2) Musicalstyles other than rock and pop are becoming more popular. A survey of college students finds that the probability they like country music is . 40. The probability that they liked jazz is .30 and that they liked both is .10. What is the probability that they like country or jazz? P(C or J) = .4 + .3 -.1 = .6
  • 13.
    Rule 5. Multiplication Iftwo events A & B are independent, General rule: P(B)P(A)B)&P(A ⋅= A)|P(BP(A)B)&P(A ⋅=
  • 14.
    Ex. 3) Acertain brand of light bulbs are defective five percent of the time. You randomly pick a package of two such bulbs off the shelf of a store. What is the probability that both bulbs are defective? Can you assume they are independent? 0025.05.05.D)&P(D =⋅=
  • 15.
    Ex 4) If P(A)= 0.45, P(B) = 0.35, and A & B are independent, find P(A or B). Is A & B disjoint? If A & B are disjoint, are they independent? Disjoint events do not happen at the same time. So, if A occurs, can B occur? Disjoint events are dependent! NO, independent events cannot be disjoint P(A or B) = P(A) + P(B) – P(A & B) How can you find the probability of A & B? P(A or B) = .45 + .35 - .45(.35) = 0.6425 If independent, multiply
  • 16.
    Ex 5) SupposeI will pick two cards from a standard deck without replacement. What is the probability that I select two spades? Are the cards independent? NO P(A & B) = P(A) · P(B|A) Read “probability of B given that A occurs” P(Spade & Spade) = 1/4 · 12/51 = 1/17 The probability of getting a spade given that a spade has already been drawn.
  • 17.
    Rule 6. Atleast one The probability that at least one outcome happens is 1 minus the probability that no outcomes happen. P(at least 1) = 1 – P(none)
  • 18.
    Ex. 6) Acertain brand of light bulbs are defective five percent of the time. You randomly pick a package of two such bulbs off the shelf of a store. What is the probability that at least one bulb is defective? P(at least one) = P(D & DC ) or P(DC & D) or P(D & D) or 1 - P(DC & DC ) .0975
  • 19.
    Ex 7) Fora sales promotion the manufacturer places winning symbols under the caps of 10% of all Dr. Pepper bottles. You buy a six-pack. What is the probability that you win something? P(at least one winning symbol) = 1 – P(no winning symbols) 1 - .96 = .4686
  • 20.
    Rule 7: ConditionalProbability • A probability that takes into account a given condition P(A) B)P(A A)|P(B ∩ = given and A)|P(B =
  • 21.
    Ex 6) Ina recent study it was found that the probability that a randomly selected student is a girl is .51 and is a girl and plays sports is .10. If the student is female, what is the probability that she plays sports? 1961. 51. 1. P(F) F)P(S F)|P(S == ∩ =
  • 22.
    Ex 7) Theprobability that a randomly selected student plays sports if they are male is .31. What is the probability that the student is male and plays sports if the probability that they are male is .49? 1519. 49. 31. P(M) M)P(S M)|P(S = = ∩ = x x
  • 23.
    • The numberof possible permutations is the number of different orders in which particular events occur. The number of possible permutations are Permutations
  • 24.
    Np= n! (n−r)! where r isthe number of events in the series, n is the number of possible events, and n! denotes the factorial of n = the product of all the positive integers from 1 to n.
  • 25.
    PermutationsPermutations In how manyways can 8 Books be arranged on a shelf? Np= n! (n−r)! n = 8 r = 8 Np= 8! (8−8)! = 8! 1 =40,320
  • 26.
    Permutations In how manyways can 4 CD’s (out of a collection of 8 CD’s) be arranged on a shelf? Np= n! (n−r)! n = 8 r = 4 Np= 8! (8−4)! = 8! 4! =1,680
  • 27.
    When the orderin which the events occurred is of no interest, we are dealing with combinations. The number of possible combinations is When the order in which the events occurred is of no interest, we are dealing with combinations. The number of possible combinations is CombinationsCombinations Nc= n r      = n! r!(n−r)!
  • 28.
    where r isthe number of events in the series, n is the number of possible events, and n! denotes the factorial of n = the product of all the positive integers from 1 to n.
  • 29.
    How many groupsof 4 CDs are there in a collection of 8 CDs? How many groups of 4 CDs are there in a collection of 8 CDs? CombinationsCombinations Nc= n r      = n! r!(n−r)! n = 8 r = 4 Nc= 8 4      = 8! 4!(8−4)! = 8! 4!4! =70
  • 30.