How to Calculate Crime Probability Using Poisson and Binomial Distributions?

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Discussion Overview

The discussion revolves around calculating the probability of crime occurrences in a town using Poisson and binomial distributions. Participants explore the application of these statistical methods to determine the likelihood of having exactly 2 months with exactly 4 crimes each during the next year, given a Poisson rate of 2.4 crimes per month.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • One participant suggests starting with the Poisson distribution to find the probability of 4 crimes in 2 months, followed by the binomial distribution to complete the calculation.
  • Another participant calculates the Poisson probability of 4 crimes in a month as \(\frac{2.4^4 e^{-2.4}}{4!}\) and indicates that this should be used in conjunction with the binomial distribution.
  • Some participants express uncertainty about whether the question is asking for 4 crimes in each of the 2 months or a total of 4 crimes across those months, suggesting a need for clearer wording.

Areas of Agreement / Disagreement

There is no consensus on the correct interpretation of the problem, with some participants agreeing on the use of Poisson and binomial distributions while others question the clarity of the question itself.

Contextual Notes

Participants have not resolved the ambiguity regarding whether the question pertains to 4 crimes occurring in each of the 2 months or a total of 4 crimes across the 2 months. Additionally, there are unresolved steps in the mathematical reasoning presented.

zzod
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Hey guys, I'm kind of stuck on this question.

In a certain town, crimes occur at a Poisson rate of 2.4 per month (i.e. according to a Poisson process with a rate of 2.4 per month). What is the probability of having exactly 2 months (not necessarily consecutive) with exactly 4 crimes during the next year? Assume that every month has the same length.

I know that first you have to find the probability of 4 crimes in 2 months using Poisson distribution then use binomial distribution to answer the question. But I'm not sure how to do the first part! >.<
 
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zzod said:
Hey guys, I'm kind of stuck on this question.

In a certain town, crimes occur at a Poisson rate of 2.4 per month (i.e. according to a Poisson process with a rate of 2.4 per month). What is the probability of having exactly 2 months (not necessarily consecutive) with exactly 4 crimes during the next year? Assume that every month has the same length.

I know that first you have to find the probability of 4 crimes in 2 months using Poisson distribution then use binomial distribution to answer the question. But I'm not sure how to do the first part! >.<

If the rate is 2.4 per month, then the probability of a crime happening in any given month = 1 - (1/2.4) (or so I think) = 58.33% approximately. Then the probability of four crimes in two months = the probability of exactly one crime in two months^4.
 
Poisson chance of 4 crimes in a month is
[tex]\frac{2.4^4e^{-2.4}}{4!}[/tex]. Use binomial from here.
 
CRGreathouse said:
Poisson chance of 4 crimes in a month is
[tex]\frac{2.4^4e^{-2.4}}{4!}[/tex]. Use binomial from here.

I don't think this would work as the question is asking for the probability of exactly 4 crimes occurring in 2 months.
 
CRGreathouse said:
Poisson chance of 4 crimes in a month is
[tex]\frac{2.4^4e^{-2.4}}{4!}[/tex]. Use binomial from here.

This is correct. You do mean 4 crimes occurring in each of 2 months right? If not you need to word the question more clearly.
 

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