Find k for this probability density function to be valid.

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Homework Help Overview

The discussion revolves around finding the constant k for the function f(x)=ke^{-\frac{x-\mu}{\theta}} to be a valid probability density function (pdf) for x > μ, where μ and θ are constants. Participants explore the properties of pdfs, particularly the requirement that the integral of the function over its domain equals 1.

Discussion Character

  • Exploratory, Assumption checking

Approaches and Questions Raised

  • Participants discuss the integral of the function over the entire real line and question the validity of the approach since the function is defined only for x > μ. There is confusion regarding the behavior of the integral as it approaches infinity.

Discussion Status

Some participants have provided clarifications regarding the limits of integration, suggesting that the integral should be evaluated from μ to infinity instead of from -infinity to infinity. There is acknowledgment of the challenges posed by the upper limit of infinity in the integral.

Contextual Notes

Participants note that the function is zero for x < μ, which impacts the integration limits. There is a mention of a previous misunderstanding regarding the bounds of integration that contributed to confusion in the problem-solving process.

TelusPig
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Homework Statement



Find k such that the function f(x)=ke^{-\frac{x-\mu}{\theta}} is a probability density function (pdf), for x &gt; \mu, \mu and \theta are constant.

Homework Equations



The property of a pdf says that the integral of f(x) from -\infty to \infty equals 1, that is \int\limits_{-\infty}^\infty f(x)dx=1

The Attempt at a Solution



\int\limits_{-\infty}^\infty ke^{-\frac{x-\mu}{\theta}}dx
=k\int\limits_{-\infty}^\infty e^{-\frac{x-\mu}{\theta}}dx
Let t=-\frac{x-\mu}{\theta} =&gt; -\theta dt=dx

=&gt; -k\int\limits_\infty^{-\infty} e^t(-\theta)dt

=&gt;k\theta\int\limits_{-\infty}^\infty e^tdt

But e^t would diverge going towards infinity? How could this integral be equal to 1. I am not sure what I'm doing wrong.
 
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TelusPig said:

Homework Statement



Find k such that the function f(x)=ke^{-\frac{x-\mu}{\theta}} is a probability density function (pdf), for x &gt; \mu, \mu and \theta are constant.

Homework Equations



The property of a pdf says that the integral of f(x) from -\infty to \infty equals 1, that is \int\limits_{-\infty}^\infty f(x)dx=1

The Attempt at a Solution



\int\limits_{-\infty}^\infty ke^{-\frac{x-\mu}{\theta}}dx
=k\int\limits_{-\infty}^\infty e^{-\frac{x-\mu}{\theta}}dx
Let t=-\frac{x-\mu}{\theta} =&gt; -\theta dt=dx

=&gt; -k\int\limits_\infty^{-\infty} e^t(-\theta)dt

=&gt;k\theta\int\limits_{-\infty}^\infty e^tdt

But e^t would diverge going towards infinity? How could this integral be equal to 1. I am not sure what I'm doing wrong.

It's supposed to be a density function only for x>μ. You don't want to integrate from -infinity to +infinity. You want to integrate from μ to +infinity. The pdf will be zero for x<μ.
 
Ok I see what you mean. But even if I do that, the upper bound of infinity is giving me problems because e^(infinity) is infinity :S
 
Never mind! I finally figured it out... I had a -infinity instead. All is good :) I got k = 1/theta if anyone was interested
 

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