Calculating Probability of a Poisson Process w/ Parameter λ

Click For Summary
SUMMARY

The discussion focuses on calculating the conditional probability of a Poisson process, specifically finding P(N((1,2]) = 3 | N((1,3]) > 3) using the parameter λ. Participants confirm the approach of using the formula P(A ∩ B) / P(B), where A represents N((1,2]) and B represents N((1,3]) > 3. The conversation highlights the need to express P(A ∩ B) in terms of N((2,3]) to simplify calculations. Additionally, an alternative approach involving P(N((1,3]) > 3 | N((1,2]) = 3) is suggested, which provides a more insightful result regarding the properties of Poisson processes.

PREREQUISITES
  • Understanding of Poisson processes and their properties
  • Familiarity with conditional probability and its applications
  • Knowledge of probability notation and expressions
  • Basic skills in mathematical reasoning and problem-solving
NEXT STEPS
  • Study the derivation of conditional probabilities in Poisson processes
  • Explore the properties of independent increments in Poisson processes
  • Learn about the use of the exponential distribution in relation to Poisson processes
  • Investigate advanced topics such as the law of total probability in the context of Poisson processes
USEFUL FOR

Mathematicians, statisticians, and data scientists interested in probability theory, particularly those working with Poisson processes and conditional probabilities.

chimychang
Messages
5
Reaction score
0
I need some help on the following question: Let N() be a poisson process with parameter \lambda.

I need to find that probability that

N((1,2]) = 3 given N((1,3]) > 3

I know that this is equal to the probability that

P(A \cap B) / P(B) where A = N((1,2]) and B = N((1,3]) > 3, but I'm not sure where to go from there.
 
Physics news on Phys.org
chimychang said:
P(A \cap B) / P(B) where A = N((1,2]) and B = N((1,3]) > 3, but I'm not sure where to go from there.
Yes, that's the right start. Can you write down the value of P(B)?
For P(A&B), you have "N((1,2])=3 and N((1,3]) > 3". Can you translate that into a combination of the event A and some fact concerning N((2,3])?
 
chimychang said:
I need some help on the following question: Let N() be a poisson process with parameter \lambda.

I need to find that probability that

N((1,2]) = 3 given N((1,3]) > 3

I know that this is equal to the probability that

P(A \cap B) / P(B) where A = N((1,2]) and B = N((1,3]) > 3, but I'm not sure where to go from there.

Are you sure you have copied the problem correctly? Getting P{N(1,2]=3|N(1,3]>3} is not too difficult (just use the definition and known expressions), but the answer is not particularly enlightening. However, the alternative problem P{N(1,3]>3|N(1,2]=3} gives a much nicer answer, and one that reveals an important property of Poisson processes.
 

Similar threads

  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 5 ·
Replies
5
Views
1K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 21 ·
Replies
21
Views
2K
Replies
2
Views
2K
  • · Replies 32 ·
2
Replies
32
Views
3K
Replies
2
Views
1K
Replies
2
Views
2K
  • · Replies 4 ·
Replies
4
Views
2K