Probability theory: a regenerative process

In summary, the conversation discusses how to find the expected time of a cycle and the expected resale value of a car, taking into account the probabilities of different outcomes. The expected net cost is also mentioned as a factor to consider.
  • #1
dirk_mec1
761
13

Homework Statement


http://img291.imageshack.us/img291/4844/14820448wb9.png


The Attempt at a Solution


First of all I'm trying to find the expected time of a cycle. In a cycle two things can happen:

1) the car lives long enough to reach A with probability 1-F(A)
2) the car fails to reach age A with probability F(A)

Knowing this how can you compute the liftime of a cycle? I thought of something like:

E(T) =A*(1-F(A)) + F(A) * ? (I don't know what to fill in the question mark)
 
Last edited by a moderator:
Physics news on Phys.org
  • #2
E(T) is the expected value of T ~ F conditional on T < A. But you can directly solve for the expected resale price:

Let event 1 be {the car fails before A}. If event 1 occurs then resale value = 0 (do you see this?)
Let event 2 be {the car lives to A} (that is, it lives to see A, and possibly more). If event 2 occurs then resale value = R(A).

Suppose the probability of event 1 was G. Convince yourself that the prob. of event 2 must be 1 - G.

Then E(resale value) = G * 0 + (1-G) * R(A).

What you should think about is how to find G.
 
  • #3
EnumaElish said:
E(T) is the expected value of T ~ F conditional on T < A.
So the expected life of a cycle is: [tex] E[T|T<A] = \int_0^{A} x f(x)\ \mbox{d}x[/tex]

But you can directly solve for the expected resale price:

Let event 1 be {the car fails before A}. If event 1 occurs then resale value = 0 (do you see this?).
Yes It's stated in the exercise.

Let event 2 be {the car lives to A} (that is, it lives to see A, and possibly more). If event 2 occurs then resale value = R(A).

Suppose the probability of event 1 was G. Convince yourself that the prob. of event 2 must be 1 - G.
That's clear.

Then E(resale value) = G * 0 + (1-G) * R(A).

What you should think about is how to find G.

I presume that G must be F(A). But the question asks for the costs so how do I incorporate that in the resale value given that there are two different outcomes?
 
  • #4
Once you figure the expected resale value, you can use it to figure the expected net cost, defined as cash expenses - expected resale value.
 

1. What is probability theory?

Probability theory is a branch of mathematics that deals with the study of random events and their likelihood of occurrence. It provides a framework for understanding and predicting outcomes based on probability distributions and mathematical models.

2. What is a regenerative process in probability theory?

A regenerative process in probability theory is a sequence of random variables that has a certain property known as "regeneration". This means that the process restarts itself at certain random times, creating a new independent sequence of random variables. It is often used in applications such as queueing theory and stochastic processes.

3. What are some real-world applications of probability theory?

Probability theory has many real-world applications, such as risk analysis in finance and insurance, predicting weather patterns, and analyzing data in various fields such as medicine and social sciences. It is also used in decision making, machine learning, and game theory.

4. How is probability theory related to statistics?

Probability theory and statistics are closely related fields. Probability theory provides the theoretical foundation for statistical methods, which are used to analyze and interpret data. Probability theory is also used to make predictions about the likelihood of events based on collected data.

5. What is the importance of understanding probability theory?

Understanding probability theory is crucial in many fields, such as finance, engineering, and science. It allows us to make informed decisions based on the likelihood of different outcomes and to analyze and interpret data accurately. It also helps us understand and predict the behavior of complex systems and phenomena in the real world.

Similar threads

  • Calculus and Beyond Homework Help
Replies
1
Views
1K
  • Calculus and Beyond Homework Help
Replies
6
Views
855
Replies
93
Views
4K
  • Programming and Computer Science
Replies
2
Views
717
  • Set Theory, Logic, Probability, Statistics
Replies
3
Views
1K
  • Calculus and Beyond Homework Help
Replies
3
Views
1K
  • Precalculus Mathematics Homework Help
Replies
29
Views
2K
Replies
80
Views
4K
  • Quantum Interpretations and Foundations
Replies
14
Views
2K
  • Programming and Computer Science
Replies
1
Views
1K
Back
Top