SlideShare a Scribd company logo
1 of 5
Download to read offline
International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019
DOI : 10.5121/ijics.2019.9101 1
A STUDY ON APPLICATION OF BAYES’ THEOREM
IN APPIN TECHNOLOGY
¹Durga Devi.S ,²Elackya.S ,³Abhinandana.R
¹ Assitant professor, Department of Mathematics ,Sri Krishna Arts and Science College,
Coimbatore.
² Scholar, Department of Mathematics , Sri Krishna Arts and Science College,
Coimbatore.
³ Scholar, Department of Mathematics , Sri Krishna Arts and Science College,
Coimbatore.
ABSTRACT
Mathematics is the only word that conquers the whole world. Mathematics comprises each and every
concept that exists in this world. Statistics and probability are the two main concepts that are dealing with
the statistical survey of this world. Of these two concepts, Probability has one of the Main applications of
dealing with mathematics that is very much useful in real life applications. In this paper, Bayes’ Theorem
and its applications are discussed deeply with its application problems using the data which was collected
for the company named Appin Technology during the industrial exposure training. This application helped
me to give some useful ideas to the company to improve their production level.
1. INTRODUCTION
Bayes’ theorem or Bayes’ law describes the probability of an event. An Essay towards solving
problems in the Doctrine of Chances is generally a work on theory of probability and it was
published in the year 1763.Bayes’ plays an important role in medical field, industries and in some
companies. I have used this theorem in Appin technology which is an IT based company located
in Coimbatore. From this company I have collected some previous year data to give an effective
conclusion to the company.
2. BAYES’ THEOREM
2.1 Statement Of Bayes’ Theorem
Let A1, A2 ………... An be n mutually exclusive and exhaustive events. Let B be an
independent event such that B ⊂ ⋃ 𝐴𝑖
𝑛
𝑖=1 is the conditional probability of B given that 𝐴𝑖 has
already occurred, then
𝑃( 𝐴𝑖| 𝐵) =
𝑃(𝐵|𝐴𝑖) 𝑃(𝐴𝑖)
∑ 𝑃(𝐵| 𝐴ᵢ)𝑃(𝐴ᵢ)𝑛
𝑖=1
3. PROBLEM USING BAYES’ THEOREM
3.1 Question
Consider an application development in a company for past two years.Applications in the
company are basically classified into five categories as educational application, entertainment
application, purchasing application.
International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019
2
In the year of 2016 company developed 20 educational applications, 14 entertainment
applications and 4 purchasing applications.
In the year of 2017 company developed 18 educational applications, 17 entertainment
applications and 9 purchasing applications.
There is equal probability in selecting application from the company for past two years.
Choose any application at random, what is the probability of the chosen application and that the
application is chosen from the year 2017?
NOTE: To find the probability for all categories of application and to concentrate in the
particular category which has least probability for best production of the company.
3.1.1 Solution
Steps for finding solution using Bayes’ theorem
STEP 1: Find the normal distribution from the given data
STEP 2: Calculate the conditional probability for the given data
STEP 3: Finally use the Bayes’ theorem to generate the solution
3.1.2 Given
Let A be application developed in the year 2016 andP(A) be the probability for the year 2016.
Let B be the application developed in the year 2017 and P(B) be the probability for the year 2017.
3.1.3 Steps
STEP 1: NORMAL DISTRIBUTION
First to find the normal distribution for both years (2016 and 2017)
Normal distribution for the year 2016 is
𝑃( 𝐴) =
year 2016
number of years
= 1/2
Normal distribution for the year 2017 is
S.NO YEAR
APPLICATIONS
2016 2017
1 Educational application 20 18
2 Entertainment application 14 17
5 Purchasing application 4 9
International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019
3
𝑃( 𝐵) =
year 2017
number of years
= 1/2
STEP 2: CONDITIONAL PROBABILITY
EDUCATIONAL APPLICATION:
Let E be the educational application and P(E) be the probability for educational application
To find the probability of choosing the educational application in the year 2016.
P(E|A) =
Totalnumberofeducationalapplication
Totalnumberofapplicationsintheyear 2016
= 20/56
To find the probability of choosing the educational application in the year 2017
P(E|B) =
Totalnumberofeducationalapplication
Totalnumberofapplicationsintheyear 2017
= 18/64
ENTERTAINMENT APPLICATION:
Let D be the gaming application and P(D) be the probability for entertainment application
To find the probability of choosing the entertainment application in the year 2016.
P(D|A) =
Totalnumberofentertainmentapplication
Totalnumberofapplicationsintheyear 2016
= 14/56
To find the probability of choosing the entertainment application in the year 2017
P(D|B) =
Totalnumberofentertainmentapplication
Totalnumberofapplicationsintheyear 2017
= 17/64
PURCHASING APPLICATION:
Let F be the purchasing application and P(F) be the probability for purchasing application
To find the probability of choosing the purchasing application in the year 2016.
P(F|A) =
Totalnumberofpurchasingapplication
Totalnumberofapplicationsintheyear 2016
= 4/56
To find the probability of choosing the purchasing application in the year 2017
P(F|B) =
Totalnumberofpurchasingapplication
Totalnumberofapplicationsintheyear 2017
= 9/64
STEP 3: BAYES’ THEOREM
EDUCATIONAL APPLICATION:
To find the probability for an educational application in the year 2017 i.e. P(B/E)
International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019
4
𝑷( 𝑩| 𝑬) =
𝐏(𝐄|𝐁) . 𝐏(𝐁)
𝐏(𝐄|𝐁) . 𝐏(𝐁) + 𝐏(𝐄|𝐀) . 𝐏(𝐀)
=
(𝟏𝟖 𝟔𝟒 × 𝟏 𝟐 )⁄⁄
(𝟏𝟖 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟐𝟎 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄
=
𝟔𝟑
𝟏𝟒𝟑
Thus, the probability for an educational application in the year 2017 is63/143
ENTERTAINMENT APPLICATION:
To find the probability for an entertainment application in the year 2017 i.e. P(B/D)
𝑷( 𝑩| 𝑫) =
𝐏(𝐃|𝐁) . 𝐏(𝐁)
𝐏(𝐃|𝐁) . 𝐏(𝐁) + 𝐏(𝐃|𝐀) . 𝐏(𝐀)
=
(𝟏𝟕 𝟔𝟒 × 𝟏 𝟐 )⁄⁄
(𝟏𝟕 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟏𝟒 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄
=
𝟏𝟕
𝟑𝟑
Thus, the probability for an entertainment application in the year 2017 is17/33
PURCHASING APPLICATION:
To find the probability for the purchasing application in the year 2017 i.e. P(B/F)
𝑷( 𝑩| 𝑭) =
𝐏(𝐅|𝐁) . 𝐏(𝐁)
𝐏(𝐅|𝐁) . 𝐏(𝐁) + 𝐏(𝐅|𝐀) . 𝐏(𝐀)
=
(𝟗 𝟔𝟒 × 𝟏 𝟐 )⁄⁄
(𝟗 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟒 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄
=
𝟓𝟒
𝟗𝟓
Thus, the probability for the purchasing application in the year 2017 is54/95
4. CONCLUSION
In the year 2017, purchasing application has the highest probability of 54/95 and educational
application has the lowest probability of 63/143
By concentrating in educational application (lowest probability), the company will achieve the
best production when compared to previous years.
International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019
5
Thus through this project I came to known that the Bayes’ theorem is one the easiest method to
find solution and helps to conclude the result for forthcoming years and prepare accordingly.This
is also useful to compare the outcomes of a company between two year.
The problem which I have worked is purely based on IT field where different applications are
developed in different fields.
Future work of Bayes’ theorem is that the applications can be extended to some other field where
there are any difficulties to predict the result. For example, we can try to apply Bayes’ theorem in
medical field to find the result in the diagnoses of deadly diseases.
REFERENCE
[1] Pradip Kumar Ghosh, Theory of Probability and Stochastic Process
[2] T.Veerarajan, Probability,Statistics and Random Process [Fourth edition]
[3] Dr.R.Pugalarasu, Probability and Random Process
[4] VijayK.Rohatgi and A.K.MD.Ehsanes Saleh, An Introduction to Probability and Statistics [Second
edition]
[5] A.Singaravelu and C.Vijayalakshmi, Probability and Statistics
[6] www.appintechnology.com

More Related Content

Similar to A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY

Roshan project - Linear prog fourth year project Slides.pdf
Roshan project - Linear prog fourth year project Slides.pdfRoshan project - Linear prog fourth year project Slides.pdf
Roshan project - Linear prog fourth year project Slides.pdfRoshanKoirala15
 
Dissertation data analysis in management science tutors india.com for my man...
Dissertation data analysis in management science  tutors india.com for my man...Dissertation data analysis in management science  tutors india.com for my man...
Dissertation data analysis in management science tutors india.com for my man...Tutors India
 
The data science revolution in insurance
The data science revolution in insuranceThe data science revolution in insurance
The data science revolution in insuranceStefano Perfetti
 
Essay On Rain Prediction
Essay On Rain PredictionEssay On Rain Prediction
Essay On Rain PredictionKimberly Thomas
 
The relationship between activity based,
The relationship between activity based,The relationship between activity based,
The relationship between activity based,Arfan Afzal
 
Environmental reporting practices in annual report of selected listed compani...
Environmental reporting practices in annual report of selected listed compani...Environmental reporting practices in annual report of selected listed compani...
Environmental reporting practices in annual report of selected listed compani...Alexander Decker
 
Factors to Consider in Developing Student Academic Performance with Predictio...
Factors to Consider in Developing Student Academic Performance with Predictio...Factors to Consider in Developing Student Academic Performance with Predictio...
Factors to Consider in Developing Student Academic Performance with Predictio...IJAEMSJORNAL
 
Entrepreneurial Opportunities PlanEntrepreneurial Opportunit
Entrepreneurial Opportunities PlanEntrepreneurial OpportunitEntrepreneurial Opportunities PlanEntrepreneurial Opportunit
Entrepreneurial Opportunities PlanEntrepreneurial OpportunitTanaMaeskm
 
Developing of decision support system for budget allocation of an r&d organiz...
Developing of decision support system for budget allocation of an r&d organiz...Developing of decision support system for budget allocation of an r&d organiz...
Developing of decision support system for budget allocation of an r&d organiz...eSAT Publishing House
 
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...cscpconf
 
Determining the core part of software development curriculum applying associa...
Determining the core part of software development curriculum applying associa...Determining the core part of software development curriculum applying associa...
Determining the core part of software development curriculum applying associa...csandit
 
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCE
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCEA STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCE
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCEHeather Strinden
 
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...oircjournals
 
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASE
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASELITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASE
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASEIAEME Publication
 
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...indexPub
 
Q56145147.pdf
Q56145147.pdfQ56145147.pdf
Q56145147.pdfaijbm
 
Study Analytics: Or is it Learning Analytics?
Study Analytics: Or is it Learning Analytics?Study Analytics: Or is it Learning Analytics?
Study Analytics: Or is it Learning Analytics?Ville Kivimäki
 
Influence of year of study on computer attitude of business education student...
Influence of year of study on computer attitude of business education student...Influence of year of study on computer attitude of business education student...
Influence of year of study on computer attitude of business education student...IJITE
 
Analytics and data science India jobs study 2017 by Edvancer & AIM
Analytics and data science India jobs study 2017  by Edvancer & AIMAnalytics and data science India jobs study 2017  by Edvancer & AIM
Analytics and data science India jobs study 2017 by Edvancer & AIMAnalytics India Magazine
 
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...Sarah Marie
 

Similar to A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY (20)

Roshan project - Linear prog fourth year project Slides.pdf
Roshan project - Linear prog fourth year project Slides.pdfRoshan project - Linear prog fourth year project Slides.pdf
Roshan project - Linear prog fourth year project Slides.pdf
 
Dissertation data analysis in management science tutors india.com for my man...
Dissertation data analysis in management science  tutors india.com for my man...Dissertation data analysis in management science  tutors india.com for my man...
Dissertation data analysis in management science tutors india.com for my man...
 
The data science revolution in insurance
The data science revolution in insuranceThe data science revolution in insurance
The data science revolution in insurance
 
Essay On Rain Prediction
Essay On Rain PredictionEssay On Rain Prediction
Essay On Rain Prediction
 
The relationship between activity based,
The relationship between activity based,The relationship between activity based,
The relationship between activity based,
 
Environmental reporting practices in annual report of selected listed compani...
Environmental reporting practices in annual report of selected listed compani...Environmental reporting practices in annual report of selected listed compani...
Environmental reporting practices in annual report of selected listed compani...
 
Factors to Consider in Developing Student Academic Performance with Predictio...
Factors to Consider in Developing Student Academic Performance with Predictio...Factors to Consider in Developing Student Academic Performance with Predictio...
Factors to Consider in Developing Student Academic Performance with Predictio...
 
Entrepreneurial Opportunities PlanEntrepreneurial Opportunit
Entrepreneurial Opportunities PlanEntrepreneurial OpportunitEntrepreneurial Opportunities PlanEntrepreneurial Opportunit
Entrepreneurial Opportunities PlanEntrepreneurial Opportunit
 
Developing of decision support system for budget allocation of an r&d organiz...
Developing of decision support system for budget allocation of an r&d organiz...Developing of decision support system for budget allocation of an r&d organiz...
Developing of decision support system for budget allocation of an r&d organiz...
 
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...
DETERMINING THE CORE PART OF SOFTWARE DEVELOPMENT CURRICULUM APPLYING ASSOCIA...
 
Determining the core part of software development curriculum applying associa...
Determining the core part of software development curriculum applying associa...Determining the core part of software development curriculum applying associa...
Determining the core part of software development curriculum applying associa...
 
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCE
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCEA STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCE
A STUDY ON PROBLEMS AND DIFFICULTIES FACED BY LIC AGENTS WHILE SELLING INSURANCE
 
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...
Effect of-product-creation-strategy-on-performance-of-small-and-medium-enterp...
 
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASE
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASELITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASE
LITERATURE REVIEW OF OPTIMIZATION TECHNIQUE BUSINESS: BASED ON CASE
 
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...
ANALYSIS OF STUDENT ACADEMIC PERFORMANCE USING MACHINE LEARNING ALGORITHMS:– ...
 
Q56145147.pdf
Q56145147.pdfQ56145147.pdf
Q56145147.pdf
 
Study Analytics: Or is it Learning Analytics?
Study Analytics: Or is it Learning Analytics?Study Analytics: Or is it Learning Analytics?
Study Analytics: Or is it Learning Analytics?
 
Influence of year of study on computer attitude of business education student...
Influence of year of study on computer attitude of business education student...Influence of year of study on computer attitude of business education student...
Influence of year of study on computer attitude of business education student...
 
Analytics and data science India jobs study 2017 by Edvancer & AIM
Analytics and data science India jobs study 2017  by Edvancer & AIMAnalytics and data science India jobs study 2017  by Edvancer & AIM
Analytics and data science India jobs study 2017 by Edvancer & AIM
 
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...
A Hybrid Approach Based On Multi-Criteria Decision Making And Data-Based Opti...
 

More from ijics

8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...ijics
 
ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNERANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNERijics
 
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGYA STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGYijics
 
8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
Ncwmc ppt
Ncwmc pptNcwmc ppt
Ncwmc pptijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)ijics
 
ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNER ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNER ijics
 
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...ijics
 
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...ijics
 

More from ijics (20)

8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...
 
ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNERANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNER
 
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGYA STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY
A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY
 
8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...8th International Conference of Information Technology, Control and Automatio...
8th International Conference of Information Technology, Control and Automatio...
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
Ncwmc ppt
Ncwmc pptNcwmc ppt
Ncwmc ppt
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)International Journal of Instrumentation and Control Systems (IJICS)
International Journal of Instrumentation and Control Systems (IJICS)
 
ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNER ANGULAR MOMENTUM SPINNER
ANGULAR MOMENTUM SPINNER
 
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...
Integrating Fault Tolerant Scheme With Feedback Control Scheduling Algorithm ...
 
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...
CONTROL OF A HEAT EXCHANGER USING NEURAL NETWORK PREDICTIVE CONTROLLER COMBIN...
 

Recently uploaded

Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHC Sai Kiran
 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxKartikeyaDwivedi3
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEroselinkalist12
 
Effects of rheological properties on mixing
Effects of rheological properties on mixingEffects of rheological properties on mixing
Effects of rheological properties on mixingviprabot1
 
DATA ANALYTICS PPT definition usage example
DATA ANALYTICS PPT definition usage exampleDATA ANALYTICS PPT definition usage example
DATA ANALYTICS PPT definition usage examplePragyanshuParadkar1
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfAsst.prof M.Gokilavani
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .Satyam Kumar
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerAnamika Sarkar
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfAsst.prof M.Gokilavani
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...asadnawaz62
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfme23b1001
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxbritheesh05
 

Recently uploaded (20)

Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECH
 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETEINFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
INFLUENCE OF NANOSILICA ON THE PROPERTIES OF CONCRETE
 
Effects of rheological properties on mixing
Effects of rheological properties on mixingEffects of rheological properties on mixing
Effects of rheological properties on mixing
 
DATA ANALYTICS PPT definition usage example
DATA ANALYTICS PPT definition usage exampleDATA ANALYTICS PPT definition usage example
DATA ANALYTICS PPT definition usage example
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
 
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdfCCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .
 
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube ExchangerStudy on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
Study on Air-Water & Water-Water Heat Exchange in a Finned Tube Exchanger
 
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdfCCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
CCS355 Neural Network & Deep Learning Unit II Notes with Question bank .pdf
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
 
Electronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdfElectronically Controlled suspensions system .pdf
Electronically Controlled suspensions system .pdf
 
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptxArtificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 

A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY

  • 1. International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019 DOI : 10.5121/ijics.2019.9101 1 A STUDY ON APPLICATION OF BAYES’ THEOREM IN APPIN TECHNOLOGY ¹Durga Devi.S ,²Elackya.S ,³Abhinandana.R ¹ Assitant professor, Department of Mathematics ,Sri Krishna Arts and Science College, Coimbatore. ² Scholar, Department of Mathematics , Sri Krishna Arts and Science College, Coimbatore. ³ Scholar, Department of Mathematics , Sri Krishna Arts and Science College, Coimbatore. ABSTRACT Mathematics is the only word that conquers the whole world. Mathematics comprises each and every concept that exists in this world. Statistics and probability are the two main concepts that are dealing with the statistical survey of this world. Of these two concepts, Probability has one of the Main applications of dealing with mathematics that is very much useful in real life applications. In this paper, Bayes’ Theorem and its applications are discussed deeply with its application problems using the data which was collected for the company named Appin Technology during the industrial exposure training. This application helped me to give some useful ideas to the company to improve their production level. 1. INTRODUCTION Bayes’ theorem or Bayes’ law describes the probability of an event. An Essay towards solving problems in the Doctrine of Chances is generally a work on theory of probability and it was published in the year 1763.Bayes’ plays an important role in medical field, industries and in some companies. I have used this theorem in Appin technology which is an IT based company located in Coimbatore. From this company I have collected some previous year data to give an effective conclusion to the company. 2. BAYES’ THEOREM 2.1 Statement Of Bayes’ Theorem Let A1, A2 ………... An be n mutually exclusive and exhaustive events. Let B be an independent event such that B ⊂ ⋃ 𝐴𝑖 𝑛 𝑖=1 is the conditional probability of B given that 𝐴𝑖 has already occurred, then 𝑃( 𝐴𝑖| 𝐵) = 𝑃(𝐵|𝐴𝑖) 𝑃(𝐴𝑖) ∑ 𝑃(𝐵| 𝐴ᵢ)𝑃(𝐴ᵢ)𝑛 𝑖=1 3. PROBLEM USING BAYES’ THEOREM 3.1 Question Consider an application development in a company for past two years.Applications in the company are basically classified into five categories as educational application, entertainment application, purchasing application.
  • 2. International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019 2 In the year of 2016 company developed 20 educational applications, 14 entertainment applications and 4 purchasing applications. In the year of 2017 company developed 18 educational applications, 17 entertainment applications and 9 purchasing applications. There is equal probability in selecting application from the company for past two years. Choose any application at random, what is the probability of the chosen application and that the application is chosen from the year 2017? NOTE: To find the probability for all categories of application and to concentrate in the particular category which has least probability for best production of the company. 3.1.1 Solution Steps for finding solution using Bayes’ theorem STEP 1: Find the normal distribution from the given data STEP 2: Calculate the conditional probability for the given data STEP 3: Finally use the Bayes’ theorem to generate the solution 3.1.2 Given Let A be application developed in the year 2016 andP(A) be the probability for the year 2016. Let B be the application developed in the year 2017 and P(B) be the probability for the year 2017. 3.1.3 Steps STEP 1: NORMAL DISTRIBUTION First to find the normal distribution for both years (2016 and 2017) Normal distribution for the year 2016 is 𝑃( 𝐴) = year 2016 number of years = 1/2 Normal distribution for the year 2017 is S.NO YEAR APPLICATIONS 2016 2017 1 Educational application 20 18 2 Entertainment application 14 17 5 Purchasing application 4 9
  • 3. International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019 3 𝑃( 𝐵) = year 2017 number of years = 1/2 STEP 2: CONDITIONAL PROBABILITY EDUCATIONAL APPLICATION: Let E be the educational application and P(E) be the probability for educational application To find the probability of choosing the educational application in the year 2016. P(E|A) = Totalnumberofeducationalapplication Totalnumberofapplicationsintheyear 2016 = 20/56 To find the probability of choosing the educational application in the year 2017 P(E|B) = Totalnumberofeducationalapplication Totalnumberofapplicationsintheyear 2017 = 18/64 ENTERTAINMENT APPLICATION: Let D be the gaming application and P(D) be the probability for entertainment application To find the probability of choosing the entertainment application in the year 2016. P(D|A) = Totalnumberofentertainmentapplication Totalnumberofapplicationsintheyear 2016 = 14/56 To find the probability of choosing the entertainment application in the year 2017 P(D|B) = Totalnumberofentertainmentapplication Totalnumberofapplicationsintheyear 2017 = 17/64 PURCHASING APPLICATION: Let F be the purchasing application and P(F) be the probability for purchasing application To find the probability of choosing the purchasing application in the year 2016. P(F|A) = Totalnumberofpurchasingapplication Totalnumberofapplicationsintheyear 2016 = 4/56 To find the probability of choosing the purchasing application in the year 2017 P(F|B) = Totalnumberofpurchasingapplication Totalnumberofapplicationsintheyear 2017 = 9/64 STEP 3: BAYES’ THEOREM EDUCATIONAL APPLICATION: To find the probability for an educational application in the year 2017 i.e. P(B/E)
  • 4. International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019 4 𝑷( 𝑩| 𝑬) = 𝐏(𝐄|𝐁) . 𝐏(𝐁) 𝐏(𝐄|𝐁) . 𝐏(𝐁) + 𝐏(𝐄|𝐀) . 𝐏(𝐀) = (𝟏𝟖 𝟔𝟒 × 𝟏 𝟐 )⁄⁄ (𝟏𝟖 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟐𝟎 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄ = 𝟔𝟑 𝟏𝟒𝟑 Thus, the probability for an educational application in the year 2017 is63/143 ENTERTAINMENT APPLICATION: To find the probability for an entertainment application in the year 2017 i.e. P(B/D) 𝑷( 𝑩| 𝑫) = 𝐏(𝐃|𝐁) . 𝐏(𝐁) 𝐏(𝐃|𝐁) . 𝐏(𝐁) + 𝐏(𝐃|𝐀) . 𝐏(𝐀) = (𝟏𝟕 𝟔𝟒 × 𝟏 𝟐 )⁄⁄ (𝟏𝟕 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟏𝟒 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄ = 𝟏𝟕 𝟑𝟑 Thus, the probability for an entertainment application in the year 2017 is17/33 PURCHASING APPLICATION: To find the probability for the purchasing application in the year 2017 i.e. P(B/F) 𝑷( 𝑩| 𝑭) = 𝐏(𝐅|𝐁) . 𝐏(𝐁) 𝐏(𝐅|𝐁) . 𝐏(𝐁) + 𝐏(𝐅|𝐀) . 𝐏(𝐀) = (𝟗 𝟔𝟒 × 𝟏 𝟐 )⁄⁄ (𝟗 𝟔𝟒 × 𝟏 𝟐 ) + ( 𝟒 𝟓𝟔 × 𝟏 𝟐 )⁄⁄⁄⁄ = 𝟓𝟒 𝟗𝟓 Thus, the probability for the purchasing application in the year 2017 is54/95 4. CONCLUSION In the year 2017, purchasing application has the highest probability of 54/95 and educational application has the lowest probability of 63/143 By concentrating in educational application (lowest probability), the company will achieve the best production when compared to previous years.
  • 5. International Journal of Instrumentation and Control Systems (IJICS) Vol.9, No.1, January 2019 5 Thus through this project I came to known that the Bayes’ theorem is one the easiest method to find solution and helps to conclude the result for forthcoming years and prepare accordingly.This is also useful to compare the outcomes of a company between two year. The problem which I have worked is purely based on IT field where different applications are developed in different fields. Future work of Bayes’ theorem is that the applications can be extended to some other field where there are any difficulties to predict the result. For example, we can try to apply Bayes’ theorem in medical field to find the result in the diagnoses of deadly diseases. REFERENCE [1] Pradip Kumar Ghosh, Theory of Probability and Stochastic Process [2] T.Veerarajan, Probability,Statistics and Random Process [Fourth edition] [3] Dr.R.Pugalarasu, Probability and Random Process [4] VijayK.Rohatgi and A.K.MD.Ehsanes Saleh, An Introduction to Probability and Statistics [Second edition] [5] A.Singaravelu and C.Vijayalakshmi, Probability and Statistics [6] www.appintechnology.com