Finding probability related to Poisson and Exponential Distribution

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Homework Help Overview

The discussion revolves around probability calculations related to Poisson and Exponential distributions, focusing on specific parts of a problem involving failure rates and expectations.

Discussion Character

  • Exploratory, Assumption checking, Conceptual clarification

Approaches and Questions Raised

  • Participants discuss attempts to calculate probabilities for different scenarios using the Poisson distribution, questioning the correctness of their calculations and notation. There are also inquiries about the expectation of the exponential distribution and its relation to the problem.

Discussion Status

Some participants have provided feedback on notation errors and have engaged in sanity checks regarding the calculated probabilities. There is an ongoing exploration of the expectations related to the exponential distribution, with some guidance offered on the correct approach.

Contextual Notes

Participants are navigating through potential errors in their calculations and notation, particularly regarding the definitions of variables and the setup of the problem. There is a focus on understanding the implications of their results in the context of the distributions being discussed.

songoku
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Homework Statement
Please see below
Relevant Equations
Poisson Distribution

Exponential Distribution
1699953819487.png


My attempt:
(i) ##\lambda =3##

(ii)
(a) ##P(N_{2} \geq 1=1-P(N_{2} =0)=1-e^{-6} \frac{(-6)^0}{0!}=0.997##

(b) ##P(N_{4} \geq 3)=1-P(N_{4} \leq 2)=0.999##

(c) ##P(N_{1} \geq 2) = 1-P(N_{4} \leq 1)=0.8##

Do I even understand the question correctly for part (i) and (ii)?(iii) The expectation of exponential distribution is ##\frac{1}{\lambda}## so the answer is ##\frac{1}{3}##?

Thanks
 
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songoku said:
Do I even understand the question correctly for part (i) and (ii)?
Yes, I think so, but there are a couple of errors in notation.
In (a), (-6)0 should be 60.
In (b), N4 should be N1.
Otherwise it looks correct.
For (iii), what are you calculating the expectation of?
 
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Here is a simple sanity check of your answer for (ii)(a):
On average, there are three failures per unit time. Your answer for part (ii)(a) is that it is almost certain that there are no failures in two time units. Does that seem right?
 
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D'oh! should have seen that!
 
FactChecker said:
Here is a simple sanity check of your answer for (ii)(a):
On average, there are three failures per unit time. Your answer for part (ii)(a) is that it is almost certain that there are no failures in two time units. Does that seem right?
Yeah, it does not make sense.

mjc123 said:
there are a couple of errors in notation.

In (b), N4 should be N1.
Sorry I don't understand why it should be N1, maybe I am misunderstanding something again.

N = number of failures
t = time interval

Is that correct?Revised attempt:
(ii)
(a) ##P(N_{2} = 0)=e^{-6}=0.0025##

(b) still the same as post #1

(c) still the same as post #1, with a revision ##N_{4}## should be ##N_{1}##
Oh wait, maybe you mean the error in notation is for (c) instead of (b)? @mjc123

mjc123 said:
For (iii), what are you calculating the expectation of?
Oh my god, the expectation of Sn

$$E(S_{n}-S_{n-1})=\frac{1}{\lambda}$$
$$E(S_{n})-E(S_{n-1})=\frac{1}{\lambda}$$
$$E(S_{n})=\frac{1}{\lambda}+E(S_{n-1})$$

Not even sure this is the correct approach

Thanks
 
Oh no, yes I meant c not b. I must have been half asleep that day. Apologies for confusion.
(iii), you're on the right track.
S0 = 0
E(S1 - S0) = 1/λ
E(S1) = 1/λ
E(S2 - S1) = 1/λ
E(S2) = ?
etc.
 
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I understand. Thank you very much for the help mjc123 and FactChecker
 

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