In: Statistics and Probability
Let H be the event of observing a head and T be the event of observing a tail. A balanced coin is tossed three times.
(a) List all possible outcomes.
(b) List all possible outcomes and find the probabilities of the following events.
A = event exactly two heads are tossed
B = event the first toss is a tail
C = event the first toss is a head
D = event all three tosses come up the same
(c) List all possible outcomes and find the probabilities of the following events. (10 marks: 2 for each)
not A
A & B
B & C
C or D
D|A
(d) Identify all possible pairs of events defined in part (b) that are mutually exclusive.
(e) Are the events A and D independent? Explain your answer by calculation.
Let H be the event of observing a head and T be the event of observing a tail. A balanced coin is tossed three times.
a) Number of possible outcomes = 2*2*2 = 8
outcome on 1st toss | outcome on 2nd toss | outcome on 3rd toss | outcome on 3 tosses |
H | H | H | HHH( ALL HEADS) |
H | H | T | HHT(TWO HEADS) |
H | T | H | HTH(TWO HEADS) |
T | H | H | THH(TWO HEADS) |
T | T | H | TTH(ONE HEAD) |
T | H | T | THT(ONE HEAD) |
H | T | T | HTT(ONE HEAD) |
T | T | T | TTT(ALL TAILS) |
b)
possible outcome | possibe number of such outcomes | probability |
exactly two heads (event A) | 3(HHT,THH,HTH) | 3/8 |
the first toss is a tail (event B) | 4(THH,TTH,THT,TTT) | 4/8 =1/2 |
the first toss is a head( event C) | 4(HTT,HHT,HTH,HHH) | 4/8=1/2 |
all same (event D) | 2(TTT,HHH) | 2/8 = 1/4 |
C)
event | possible outcomes | probability | remarks |
not A | (HHH,HTT,THT,TTH,TTT) | 5/8 | 0,1,3 heads |
A&B | HHT,HTH | 2/8 | two heads and 1st toss is head |
B&C | NOT POSSIBLE | 0 | FIRST TOSS IS TAIL AND HEAD BOTH |
C or D | HHH,TTT,HHT,HTH,HTT, | 5/8 | |
D|A | HHH |
1/3 because here we use P(D|A) = P(D&A)/P(A) = n(D&A) / n(A) = 1/3 |
all same given exactly two heads |
d) mutually exclusive events : two events which cannot occur simultaneously
e.g. getting both head and tail on same toss are mutually exclusive as they cannot occur simultaneously.
possible combinations are A&B, A&C,A&D,B&C,B&D,C&D
Lets check which one of them are mutually exclusive.
i) A&B--NOT MUTUALLY EXCLUSIVE
A is exactly two heads and B is first toss being tail
since both can occur together as THH so they are not mutually exclusive.
ii) B&C--MUTUALLY EXCLUSIVE
C is the event of first toss being head and B is first toss being tail
since both cannot occur together as first toss can give only one result ether head or tail but not both so they are mutually exclusive.
iii) A&C --
A is exactly two heads AND C is the event of first toss being head
possible case is HHT,HTH
HENCE A&C ARE NOT MUTUALLY EXCLUSIVE EVENTS.
iv) A&D
A is exactly two heads AND D is all same event since, both cannot occur as for that to happen the third toss will also have to be a head which is not possible for event A
hence ,A and D are mutually exclusive.
v) B&D
B is first toss being tail and D is all same event
and possible outcome is TTT
HENCE, B and D are not mutually exclusive.
vi) C&D
C is the event of first toss being head and D is all same event
and possible event is HHH
SO, C&D are not mutally exclusive.
so, only A&D and B&C are mutually exclusive events.
e) for events A&D to be independent P(A|D) should be equal to P(A) or P(A and D) = P(A).P(D)
now, P(A & D) = 0 as they are mutually exclusive events.
but P(A) = 3/8 and P(D) = 2/8 therefore, P(A).P(D) = (3/8).(2/8) = 3/32
since, P(A and D) IS NOT EQUAL to P(A).P(D)
HENCE, A&D are not independent events but they are dependent events.