R Package for Bayesian Networks

Bayesian Networks related tools in R

R Package for Bayesian Networks

Postby cwyoo » Tue Jan 27, 2015 9:39 am

Here we list possible Bayesian Networks packages in R
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Re: R Package for Bayesian Networks

Postby qja0428 » Mon Feb 02, 2015 11:50 pm

bnlearn.pdf
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Re: R Package for Bayesian Networks

Postby qja0428 » Mon Feb 02, 2015 11:50 pm

gRain-intro.pdf
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Re: R Package for Bayesian Networks

Postby cwyoo » Tue Feb 03, 2015 7:06 am

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.
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Re: R Package for Bayesian Networks

Postby qja0428 » Tue Feb 17, 2015 6:06 am

I have organized all the details about the bnlearning package and some r codes for examples as a pdf file (attachment)
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selfstudy R package bnlearning.pdf
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Re: R Package for Bayesian Networks

Postby meninonas » Tue Feb 24, 2015 3:33 pm

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.
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e1071.pdf
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Coded Data.csv
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Re: R Package for Bayesian Networks

Postby cwyoo » Tue Feb 24, 2015 6:26 pm

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.
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Re: R Package for Bayesian Networks

Postby meninonas » Mon Mar 02, 2015 5:51 pm

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
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