How to implement a simple Bayes Network to support Hiring Decision?
-
Hi all, I am thinking of implementing a simple Bayes Network to decide if a candidate should be hired as an exercise. I am thinking the network could look like this Interviewer1 Interviewer2 ....Interviewer n \ | / \ | / \ | / Should HIRE Any suggestion on how should I feed the original data? Should I model the problem differently? Any other thought? Thanks, --Hai
-
Answer:
Actually, I would argue that what you have is one boolean class variable, "DESERVES TO BE HIRED". This has many children, which correspond to the performance of the candidate with each interviewer. This effectively gives you a very simple Naive Bayes classifier. Some justifications: Direction of causality should be that the candidate's ability influences their performance. I think it's not an unreasonable assumption that a candidate's performance with each interviewer is conditionally independent of the his/her other interviews, assuming that questions are chosen at random.
Akihiro Matsukawa at Quora Visit the source
Other answers
The picture in not properly formatted, There should be three edges. One from Interviewer 1 to Should Hire, One from Interviewer 2 to Should Hire, and same to Interviewer n
Hai Dang
Related Q & A:
- how to process a simple loop in WWW::Mechanize to be more efficient?Best solution by stackoverflow.com
- How to implement a relative timer in a game?Best solution by Stack Overflow
- How to implement a physics engine?Best solution by Game Development
- How to implement a voting system?Best solution by Stack Overflow
- How to get a job when no one is hiring you?Best solution by ChaCha
Just Added Q & A:
- How many active mobile subscribers are there in China?Best solution by Quora
- How to find the right vacation?Best solution by bookit.com
- How To Make Your Own Primer?Best solution by thekrazycouponlady.com
- How do you get the domain & range?Best solution by ChaCha
- How do you open pop up blockers?Best solution by Yahoo! Answers
For every problem there is a solution! Proved by Solucija.
-
Got an issue and looking for advice?
-
Ask Solucija to search every corner of the Web for help.
-
Get workable solutions and helpful tips in a moment.
Just ask Solucija about an issue you face and immediately get a list of ready solutions, answers and tips from other Internet users. We always provide the most suitable and complete answer to your question at the top, along with a few good alternatives below.