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R Package for Bayesian Networks

PostPosted: Tue Jan 27, 2015 9:39 am
by cwyoo
Here we list possible Bayesian Networks packages in R

Re: R Package for Bayesian Networks

PostPosted: Mon Feb 02, 2015 11:50 pm
by qja0428
bnlearn.pdf
(320.79 KiB) Downloaded 198 times

Re: R Package for Bayesian Networks

PostPosted: Mon Feb 02, 2015 11:50 pm
by qja0428
gRain-intro.pdf
(209.25 KiB) Downloaded 177 times

Re: R Package for Bayesian Networks

PostPosted: Tue Feb 03, 2015 7:06 am
by cwyoo
cwyoo wrote:Here we list possible Bayesian Networks packages in R


Look for more packages and try them out and document how to use them. I will upload only ones with proper referenced to peer reviewed journals. You might compare with packages that we are using, i.e., Genie (C++), BANJO(Java), and PEBL(Python), all documented here.

Re: R Package for Bayesian Networks

PostPosted: Tue Feb 17, 2015 6:06 am
by qja0428
I have organized all the details about the bnlearning package and some r codes for examples as a pdf file (attachment)

Re: R Package for Bayesian Networks

PostPosted: Tue Feb 24, 2015 3:33 pm
by meninonas
Dr. Yoo,

I have used the attached dataset, which has over 2000 variables, and it seems that R was able to run the analysis rather quickly. I used the following command

naiveBayesclassifier <- naiveBayes(Luminal_A ~ ., data = largerdataset)

Which basically states to calculate the probabilities in regards to Luminal_A.

I have also attached the PDF for the e1071 package, which is where I got the command for.

Re: R Package for Bayesian Networks

PostPosted: Tue Feb 24, 2015 6:26 pm
by cwyoo
meninonas wrote:Dr. Yoo,

I have used the attached dataset, which has over 2000 variables, and it seems that R was able to run the analysis rather quickly. I used the following command

naiveBayesclassifier <- naiveBayes(Luminal_A ~ ., data = largerdataset)

Which basically states to calculate the probabilities in regards to Luminal_A.

I have also attached the PDF for the e1071 package, which is where I got the command for.


Provide each cases with naive Bayes predicted probability and draw an ROC curve with AUROC calculated.

Re: R Package for Bayesian Networks

PostPosted: Mon Mar 02, 2015 5:51 pm
by meninonas
Everyone,

Please see the following links as they provide some interesting information about how R works.

http://www.computerworld.com/article/24 ... .html?null

http://www.computerworld.com/article/24 ... nners.html