Need help with bayes-scala?
Click the “chat” button below for chat support from the developer who created it, or find similar developers for support.

About the developer

danielkorzekwa
201 Stars 41 Forks Other 443 Commits 9 Opened issues

Description

Bayesian Networks in Scala

Services available

!
?

Need anything else?

Contributors list

Bayesian Networks in Scala

Join the chat at https://gitter.im/danielkorzekwa/bayes-scala Build Status Codacy Badge

It is a Scala library for Bayesian Networks and Probabilistic Graphical Models. It allows for defining Baysian models and performing Bayesian inference in a number of ways:

  • [DSL] - This is a high level api for defining Bayesian Networks.
  • [Factor graph] - It supports discrete and continuous variables. Inference is performed with Expectation Propagation.
  • [Factor graph 2] - Different (newer) implemenation of factor graph.
  • [Cluster graph] - Supports discrete variables only.

The [bayes-scala-gp] library for Gaussian Processes is built on top of bayes-scala.

Links * [Some code examples for moment matching, linear gaussian, linear dynamical systems, EP, etc.] * Can you please clarify for us: what is the future of bayes-scala?

How to use it from sbt and maven?

Release version

SBT configuration:

libraryDependencies += "com.github.danielkorzekwa" %% "bayes-scala" % "0.6"  

Maven configuration:

  
    
      com.github.danielkorzekwa
      bayes-scala_2.11
      0.5
    
  

Snapshot version

Snapshot artifact is built by a Travis CI and deployed to Sonatype OSS Snapshots repository with every commit to Bayes-scala project.

With sbt build tool, add to build.sbt config file:

libraryDependencies += "com.github.danielkorzekwa" %% "bayes-scala" % "0.7-SNAPSHOT"  

resolvers += Resolver.sonatypeRepo("snapshots")

With maven build tool, add to pom.xml config file:

  
    
      oss-sonatype-snapshots
      oss-sonatype-snapshots
      https://oss.sonatype.org/content/repositories/snapshots/
    
  

  
    
      com.github.danielkorzekwa
      bayes-scala_2.11
      0.7-SNAPSHOT
    
  

[DSL]: https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/dsl/dsl.md [Factor graph]: https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/factorgraph/factorgraph.md [Factor graph 2]: https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/factorgraph2/factorgraph2.md [Cluster graph]: https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/clustergraph/clustergraph.md [Some code examples for moment matching, linear gaussian, linear dynamical systems, EP, etc.]:https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/others/others.md [Low level algorithms]: https://github.com/danielkorzekwa/bayes-scala/blob/master/doc/lowlevel/README.md [bayes-scala-gp]: https://github.com/danielkorzekwa/bayes-scala-gp/blob/master/README.md

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.