Exponential distribution problem

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Homework Help Overview

The discussion revolves around a problem involving the exponential distribution, specifically related to the operational time of a surveillance camera before needing a reset. The original poster presents a scenario with a beta parameter of 50 days and poses two probability questions regarding the time until the camera must be reset.

Discussion Character

  • Mixed

Approaches and Questions Raised

  • Participants discuss the integration of the probability density function to find the required probabilities. There are attempts to verify the correctness of the method used by the original poster, with some participants suggesting alternative approaches to the second part of the question.

Discussion Status

The discussion includes confirmations of the original poster's method from some participants, while others provide additional insights into the calculations. There is an ongoing inquiry about the implications of a modified question regarding the reset time, indicating a productive exploration of the topic.

Contextual Notes

Participants are considering variations in the problem statement, specifically how the absence of certain conditions might affect the calculations for part b of the question. There is a focus on understanding the implications of these changes without reaching a definitive conclusion.

toothpaste666
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Homework Statement


The amount of time that a surveillance camera will run without having to be reset is a random variable having the exponential distribution with beta = 50 days. find the probabilities that such a camera will
a) have to be reset in less than 20 days
b) not have to be reset in at least 60 days

The Attempt at a Solution


first we integrate the function
f(x) = (1/beta)e^(-x/beta) = (1/50)e^(-x/50)
after integrating we get
-e^(-x/50) evaluated from a to b
for part a)
we are evaluating from 0 to 20 so we get
-(e^(-20/50) - 1) = 1 - e^(-20/50) = .3297

for part b) we evaluate from 60 to ∞
-(0 - e^(-60/50)) = e^(-60/50) = .3012

is this method correct?
 
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It looks right to me.
 
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It looks OK to me as well.
Another way to do part b is this: ##Pr(x \ge 60) = 1 - Pr(0 \le x < 60)##
So ##\frac 1 {50}\int_{60} ^{\infty} e^{-x/50}dx = \frac 1 {50}\left(1 - \int_0^{60}e^{-x/50}dx\right)##
 
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ok great thank you!
 
toothpaste666 said:

Homework Statement


The amount of time that a surveillance camera will run without having to be reset is a random variable having the exponential distribution with beta = 50 days. find the probabilities that such a camera will
a) have to be reset in less than 20 days
b) not have to be reset in at least 60 days

The Attempt at a Solution


first we integrate the function
f(x) = (1/beta)e^(-x/beta) = (1/50)e^(-x/50)
after integrating we get
-e^(-x/50) evaluated from a to b
for part a)
we are evaluating from 0 to 20 so we get
-(e^(-20/50) - 1) = 1 - e^(-20/50) = .3297

for part b) we evaluate from 60 to ∞
-(0 - e^(-60/50)) = e^(-60/50) = .3012

is this method correct?

Yes.

Here are a small number of handy facts about the exponential distribution---worth committing to memory (and pretty easy to derive for yourself).

If ##X## has distribution ##\text{Exp}(\lambda)## (so that its pdf on ##\{ x > 0 \}## is ##\lambda e^{-\lambda x}##) then:
\begin{array}{cl}<br /> 1)&amp; EX = \displaystyle \frac{1}{\lambda} \\<br /> 2)&amp;\text{Var} X = \displaystyle \frac{1}{\lambda^2} \\<br /> 3)&amp; \text{Coefficient of variation} \equiv \displaystyle \frac{\text{standard deviation}}{\text{mean}} = 1 \\<br /> 4) &amp; P(X &gt; x) = e^{- \lambda x} , \; x \geq 0 <br /> \end{array}<br />
From 4) it follows that ##P(X \leq x) = 1 - e^{- \lambda x}## for ##x \geq 0##. Also, remembering 3) is a convenient way of remembering 2).
 
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Can anyone tell me that what happens if there is no, not used in the b part of the question?
shortly, what is the answer if the b part is: have to be reset in at least 60 days
 
Talha said:
Can anyone tell me that what happens if there is no, not used in the b part of the question?
shortly, what is the answer if the b part is: have to be reset in at least 60 days

What do YOU think the answer should be? You have all the formulas needed to calculate the result.
 

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