ALL >> Education >> View Article
Prove Bayes Theorem

Introduction to prove bayes theorem:-
Statement:-
Suppose B1,B2,B3.........................Bn are mutually exclusive and exhaustive events of a sample space S. such that P ( Bi ) > 0, i = 1,2,................n and A is any arbitrary event of S such that P ( A ) > 0 and A `sube` `uu` Bi for i = 1 to n, Then the conditional Probability of Bi given P ( A ) for i = 1,2,.............n is equal to P ( Bi / A ) = ( P ( A / Bi ) P ( Bi ) ) / ( `sum_(i=1)^n` P ( ( A / Bi ) P ( Bi ) ).
Proof of Bayes Theorem
Given that B1,B2,B3.........................Bn are mutually exclusive and exhaustive events of a sample space S.
S = union of Bi and Bi `nn` Bj = `O/` for all i `!=`j
A = sube`union of Bi for i = 1 to n
A = A `nn` ( `uu` Bi ) for i = 1,2 .........n
A = A `nn` ( B1 `uu` B2 `uu` ..................................Bn )
A = ( A `nn` B1 ) `uu` ( A `nn` B2) `uu` .............................( A `nn` Bn)
Having problem with awesome sine cosine tangent keep reading my articles, ...
... i will try to help you.Click here to see.
Take probability on both sides
P ( A ) = P [ ( A `nn` B1 ) `uu` ( A `nn` B2) `uu` .............................( A `nn` Bn) ]
P ( A ) = P ( A `nn` B1 ) `uu` P ( A `nn` B2) `uu` .............................P ( A `nn` Bn)
P ( A ) = `sum_(i=1)^n` P ( A `nn` Bi )
P ( A ) = `sum_(i=1)^n` P ( Bi ) P ( A / Bi ) [`:.` P ( A `uu` B ) = P ( B ) P( A / B )
P ( A ) = `sum_(i=1)^n` P ( Bi ) P ( A / Bi ) --------------------- Equation 1
Conditional Probability Definition - Bayes Theorem
If A is any arbitrary event in a sample space and P ( A ) > 0. The probability of B given A is defined as
P ( B / A ) = P ( B `nn` A ) / P ( A )
This is called the conditional probability.
By the conditional probability of Bi / A is
P ( Bi / A ) = P ( Bi `nn` A ) / P ( A )
P ( Bi / A ) = { P ( Bi ) P ( A / Bi ) } / P ( A )
By equation 1 we can write the P ( A ) value
P ( Bi / A ) = { P ( Bi ) P ( A / Bi ) } / `sum_(i=1)^n` { P ( Bi ) P ( A / Bi ) }
Hence Proved
Know more about the math word problems 6th grade,Online tutoring,pre algebra practice test.Online tutoring will help us to learn and do our homework very easily without going here and there.
Add Comment
Education Articles
1. Key Features To Look For In An Online Ib Tutor For Academic SuccessAuthor: IB Tutor
2. Calcutta University Distance Degree Programs | Fees, Admission
Author: Studyjagat
3. Data Science With Generative Ai Online Training
Author: Hari
4. Best Google Cloud Ai Training In Bangalore | Visualpath
Author: visualpath
5. Ai Security Online Training In Bangalore | Ai Security
Author: gollakalyan
6. Mlops Training In Hyderabad | Mlops Course In Ameerpet
Author: visualpath
7. Salesforce Training Institute In Hyderabad | Visualpath
Author: Visualpath
8. Prompt Engineering Course | Prompt Engineering Ai Course Online
Author: Susheel
9. Scrum Master Certification | Scrum Master Course In India
Author: visualpath
10. Mendix Training In Chennai | Mendix Online Training
Author: himaram
11. Best D365 Project Management Accounting Training In Chennai
Author: Pravin
12. Aws Data Engineering Training In Bangalore | Aws Data Analytics Training
Author: naveen
13. Read With Ease: How Meditation Helps You Absorb More
Author: Harry
14. What Are The Benefits Of Implementing Iso 29993 In Training Provider Organizations?
Author: john
15. Best Ngo In Delhi: Transforming Lives With Dayitwa Ngo
Author: Elina Gilbert