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Poisson Distribution-Assumption , Mean & Variance
 A discrete Probability Distribution
 Derived by French mathematician Simeon Denis
Poisson in 1837
 Defined by the mean number of occurrences in a
time interval and denoted by λ
 Also known as the Distribution of Rare Events
Poisson Distribution
Simeon D. Poisson (1781-
1840)
Works when binomial calculation becomes impractical (No. of
trials>probability of success),
 Applied where random events in space or time are expected to occur.
 Deviation indicates some degree of non-randomness in the events
Example: Number of earthquakes per year.
Cont’d…
Requirements for a Poisson Distribution
RIPS
Random
Proportional
Simultaneous
Independent
Assumptions
 The probability of occurrence of an event is constant for
all subintervals:
 There can be no more than one occurrence in each
interval
 Occurrence are independent .




])[(
onDistributiyProbabilitPoissonofVariance
)(
onDistributiyProbabilitPoissonofMean
22
XE
XE
x
x
If the Poisson variable X, then by the formula: P(X = x) = e
x
x!
Mean and Variance
Mathematical Calculations
#If the average number of accidents at a particular intersection in
every year is 18. Then-
(a) Calculate the probability that there are exactly 2 accidents
occurred in this month.
(b) Calculate the probability that there is at least one accident
occurred in this month.
There are 12 months in a year, so  = 12
18
= 1.5 accidents per month
P(X = 3) =
!x
e x

!2
5.1 25.1

e
= 0.2510
(a) Calculate the probability that there are exactly 2
accidents occurred in this month.
(b) Calculate the probability that there is at least one
accident occurred in this month.
P(X ≥ 1 ) = P(X=1) + P(X=2) + P(X=3) + …. Infinite.
So… Take the complement: P(X=0)
!x
e x


!0
5.1 05.1

e
5.1
 e
= 0.223130…
Poisson distribution: Assumption, Mean and variance
Poisson distribution: Assumption, Mean and variance

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Poisson distribution: Assumption, Mean and variance

  • 1.
  • 3.  A discrete Probability Distribution  Derived by French mathematician Simeon Denis Poisson in 1837  Defined by the mean number of occurrences in a time interval and denoted by λ  Also known as the Distribution of Rare Events Poisson Distribution Simeon D. Poisson (1781- 1840)
  • 4. Works when binomial calculation becomes impractical (No. of trials>probability of success),  Applied where random events in space or time are expected to occur.  Deviation indicates some degree of non-randomness in the events Example: Number of earthquakes per year. Cont’d…
  • 5. Requirements for a Poisson Distribution RIPS Random Proportional Simultaneous Independent
  • 6. Assumptions  The probability of occurrence of an event is constant for all subintervals:  There can be no more than one occurrence in each interval  Occurrence are independent .
  • 8. Mathematical Calculations #If the average number of accidents at a particular intersection in every year is 18. Then- (a) Calculate the probability that there are exactly 2 accidents occurred in this month. (b) Calculate the probability that there is at least one accident occurred in this month.
  • 9. There are 12 months in a year, so  = 12 18 = 1.5 accidents per month P(X = 3) = !x e x  !2 5.1 25.1  e = 0.2510 (a) Calculate the probability that there are exactly 2 accidents occurred in this month.
  • 10. (b) Calculate the probability that there is at least one accident occurred in this month. P(X ≥ 1 ) = P(X=1) + P(X=2) + P(X=3) + …. Infinite. So… Take the complement: P(X=0) !x e x   !0 5.1 05.1  e 5.1  e = 0.223130…