123ArticleOnline Logo
Welcome to 123ArticleOnline.com!
ALL >> Education >> View Article

Poisson And Exponential Distribution

Profile Picture
By Author: math qa22
Total Articles: 69
Comment this article
Facebook ShareTwitter ShareGoogle+ ShareTwitter Share

This article will help how to solve Poisson and exponential distribution problems.
In possibility concept and research, the rapid submission (a.k.a. adverse rapid distribution) is a family of ongoing possibility withdrawals. It explains the time between activities in a Poisson procedure, i.e. a procedure in which activities happen consistently and individually at a continuous regular rate. It is the ongoing analog of the geometrical submission.

Note that the rapid submission is not the same as the type of rapid family members of withdrawals, which is a large type of possibility withdrawals that contains the rapid submission as one of its members, but also contains the regular submission, binomial submission, gamma submission, Poisson, and many others.

The substitute requirements is sometimes more practical than the one given above, and some writers will use it as a conventional meaning. This substitute requirements is not used here. Unfortunately this gives increase to a notational indecisiveness. In common, people must examine which of these two requirements is being used if an writer creates "X ~ Exponential(?)", ...
... since either the note in the past (using ?) or the note in this area (here, using ß to prevent confusion) could be designed.

Poisson Distribution: A random variable X is said to have a Poisson distribution if the probability mass function of X is

P(X = x) = (e^(- lambda) lambda^x)/(x!) , x = 0, 1, 2, for some λ > 0

Some rules to be followed for the Poisson distribution.

1) Events occur at a constant rate.

2) The number of problems in disjoint intervals is independent.

3) Multiple events cannot happen at the same time.

Exponential Distribution: It is a function of continuous probability distribution.. It consists of a random variable(x) that contains a parameter λ. Exponential distribution is also used to model waiting times.

Exponential probability distribution function is f(x) = lambdae^(-lambdax)
Examples Based on Poisson and Exponential Distribution :

Ex 1: Given in a Poisson distribution if P(X = 2) = P(X = 3) find P(X =5) [given e^-3 = 0.0501212].

Sol: Given that P(X = 2) = P(X = 3)

(e^(- lambda) lambda^2)/(2!) = (e^(- lambda) lambda^3)/(3!)

→ 3λ2 = λ3

→ λ2 (3 − λ) = 0 as λ ≠ 0. λ = 3

Then the value of P(X = 5) = (e^(- lambda) lambda^5)/(5!)= ((e^-3) 3^5)/(5!) = 0.050 × 243 120 = 0.1010

Ex 2: Evaluate the expected value using exponential probability distribution function of 7e^(-7x) in the interval [0 to the infinity]

Sol:

Given that probability density function f(x) is 7e^(-7x)

Formula to find the expected value for uniform distribution is

E(X) = int_0^ooxf(x)dx

Putting the value of the function given to us,

E(X) = int_0^oox(lambdae^(-lambdax))dx

E(X) = 7int_0^ooxe^(-7x)dx

Here we use formula for the solving problem,

intudv = uv - int vdu

when u=1, v = e^(-7x)/-7

when u=0, v = e^(-7x)/49

by substituting all the values we wil be having 7/49,

Expected value E(X) is 0.1428
Practice Problems Based on Poisson and Exponential Distribution:

Pro 1: Evaluate the expected value using exponential probability distribution function of 8e^(-8x)in the interval [0 to infinity].

Sol:

Given that probability density function f(x) is 8e^(-8x)

Formula to find the expected value for uniform distribution is

E(X) = int_0^ooxf(x)dx

Putting the value of the function given to us,

E(X) = int_0^oox(lambdae^(-lambdax))dx

E(X) = 8int_0^ooxe^(-8x)dx

Here we use formula for the solving problem,

intudv = uv - int vdu

when u=1, v = e^(-8x)/-8

when u=0, v = e^(-8x)/64

by substituting all the values we wil be having 8/64,

Expected value E(X) is 0.125

Learn more on about Define Complementary Angles and its Examples. Between, if you have problem on these topics What is a Reflex Angle, Please share your comments.

Total Views: 127Word Count: 596See All articles From Author

Add Comment

Education Articles

1. The Best Sap Ariba Training Course In Hyderabad | Sap Ariba Online Training
Author: krishna

2. Advance Your Career With A Level 3 Business Administration Qualification
Author: jann

3. List Of Top Online Ba University In India
Author: Studyjagat

4. Patient Manual Handling Course In Dublin: Essential Training For Healthcare Professionals
Author: johnymusks

5. Why Raj Vedanta Is The Best Icse School In Bhopal
Author: Ronit Sharma

6. Devops Training In Bangalore | Aws Devops Training Online
Author: visualpath

7. Unqork Online Training Institute | Unqork Training
Author: visualpath

8. Best Gcp Data Engineering Training | Google Cloud
Author: Visualpath

9. Salesforce Devops Course | Salesforce Devops Training
Author: himaram

10. How To Master Electrical And Mechanical Concepts For Rrb Alp Exam?
Author: Easy Quizzz

11. Generative Ai Courses Online | Genai Online Training
Author: Susheel

12. Oracle Cloud Infrastructure Online Training Institute | Visualpath
Author: visualpath

13. Aws Ai Certification | Ai With Aws Online Training India
Author: naveen

14. Why Do Students Struggle With Their Final Year Projects And How Can They Get Help?
Author: Paul J. Winters

15. Unlock Professional Growth With Leed Ap Certification
Author: Passyourcert

Login To Account
Login Email:
Password:
Forgot Password?
New User?
Sign Up Newsletter
Email Address: