Poisson Distribution of Accidents

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SUMMARY

The discussion focuses on calculating the probability of experiencing at least two days with more than one driving accident in New York over the next three years, given a historical data of 55 accidents in the past three years. The Poisson distribution is utilized for this approximation, with the formula P[X ≥ 2] = 1 - P[X = 0] - P[X = 1]. The calculation for P[X = 0] is straightforward using the factorial method, while the calculation for P[X = 1] requires further exploration of the mean accident rate, denoted as r, over 1095 days.

PREREQUISITES
  • Understanding of Poisson distribution and its applications
  • Familiarity with factorial calculations
  • Basic knowledge of probability theory
  • Ability to manipulate mathematical equations
NEXT STEPS
  • Calculate the mean accident rate (r) for the Poisson distribution based on the given data
  • Determine P[X ≥ 2] using the derived value of r
  • Explore the implications of using Poisson approximation in real-world scenarios
  • Study advanced probability concepts related to Poisson processes
USEFUL FOR

Students studying statistics, mathematicians interested in probability theory, and professionals analyzing accident data for risk assessment.

bitty
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Homework Statement


In New York in the last 3 years there were 55 driving accidents. Assume all days are alike. What is the approximate probability that "in the next 3 years there will be at least 2 days with more than one accident".


Homework Equations


Poisson approximation


The Attempt at a Solution


P[in the next 3 years there will be at least 2 days with more than one accident]=
1-P[in the next 3 years there will be 0 days with more than one accident]-P[in the next 3 years there will be 1 day with more than one accident]

P[in the next 3 years there will be 0 days with more than one accident] is simple to calculate: 1095!/(1040!*1095^55), w/ 3 years=1095 days.

But I have no idea how to calculate P[in the next 3 years there will be 1 day with more than one accident].
 
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bitty said:

Homework Statement


In New York in the last 3 years there were 55 driving accidents. Assume all days are alike. What is the approximate probability that "in the next 3 years there will be at least 2 days with more than one accident".


Homework Equations


Poisson approximation


The Attempt at a Solution


P[in the next 3 years there will be at least 2 days with more than one accident]=
1-P[in the next 3 years there will be 0 days with more than one accident]-P[in the next 3 years there will be 1 day with more than one accident]

P[in the next 3 years there will be 0 days with more than one accident] is simple to calculate: 1095!/(1040!*1095^55), w/ 3 years=1095 days.

But I have no idea how to calculate P[in the next 3 years there will be 1 day with more than one accident].

If you assume that the daily number of accidents is a Poisson random variable with some mean r, what is the expected number of accidents 3 years = 1095 days? Based on the only data available, how would you estimate the value of r?

Now assuming the value of r you obtained above, what is p2 = P{>= 2 accidents in any single day}? Take it from there.

RGV
 

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