BayesFusion, LLC

Hybrid Dynamic Bayesian Networks video is now available on our YouTube channel. youtu.be/BjYvKAUKSJs

SMILE 2.3 is now available. This version of the library supports equations in dynamic Bayesian networks. The libraries for C++, Python, Java, R and .NET can be downloaded from download.bayesfusion.com. We also maintain repositories for use with Maven and pip.  Please see the download website for more details. Supported Python versions are 3.9 to 3.13.

GeNIe 5.0, available for download as of this date, is our next big step toward full fusion of Bayesian networks with systems of equations. It allows for continuous nodes inside DBNs (Dynamic Bayesian Networks), specified by means of equations and continuous probability distributions. This allows for building models that mimic systems of difference equations, deriving insightful graphs such as temporal value plots or phase space diagrams. These models are solved not symbolically but rather by simulation, which allows for complete modeling freedom and exploration of dynamic systems with noise. Other new features include Most Probable Explanation (MPE) and bulk update.

SMILE 2.2 is now available. This version of the library supports new diagnosis algorithms. The libraries for C++, Python, Java, R and .NET can be downloaded from download.bayesfusion.com. We also maintain repositories for use with Maven and pip, see the download website for more details. Supported Python versions are 3.8 to 3.12.

We have published an experimental video about the Monty Hall problem: youtube.com/watch?v=bqfUnj… Voice and animation were AI-generated.

Our download site (downloads.bayesfusion.com) now includes MSI installers for GeNIe. MSI is the recommended installer for macOS users.

BayesBox Dashboard provides at-a-glance views of selected key variables that are relevant to a given objective or a business process. Watch our new YouTube video: youtu.be/nlUhedTGUZM

BayesFusion’s model repository at repo.bayesfusion.com offers a collection of example models for our users. We encourage our users to contribute to the user community by making their models available. In case of models described in publications, it is a great way of advertising your work. An on-screen comment that lists the correct reference to the paper in which the model appeared should increase your citation count. Please contact us in case you want to contribute your model to the repository.

BayesFusion has released Metalog Builder, an interactive tool for constructing metalog distributions, accessible to the decision modeling community through a web interface at metalog.bayesfusion.com. See bayesfusion.com/2022/10/29/met… for more information.

BayesFusion has released Probability Distribution Visualizer (prob.bayesfusion.com), an interactive tool for visualizing expressions with probability distributions through Monte Carlo simulation.

PGM-2022 BayesFusion Best Student Paper Award Winner Announced See: bayesfusion.com/2022/10/13/pgm…

Starting with version 2.0, SMILE fully supports Macs based on M series (Apple Silicon) ARM CPUs. The C++, Python and Java libraries are available as universal binaries, containing both ARM and x64 code. The wrapper for R is available as separate binaries for ARM and x64.

We have just released SMILE 2.0 with two new discrete numerical nodes, metalog distribution, and support for GIS/map processing. Get the libraries for C++, Python, Java, R and .NET from download.bayesfusion.com. We also maintain repositories for use with Maven and pip.

GeNIe 4.0 is now available at download.bayesfusion.com. Most important new features are: - discrete numerical nodes - metalog distribution, including interactive metalog builder tool - geospatial processing - new Distribution Visualizer window

New video - Bayesian Networks in the Cloud: youtube.com/watch?v=RhUQI2…

If you are using jSMILE in a Maven project, you can now add BayesFusion's repository and jSMILE artifact to your pom.xml. For more information, read the "Java and jSMILE / Maven" section in SMILE Wrappers Manual at support.bayesfusion.com/docs/

New video - SMILE on ESP32: youtube.com/watch?v=T3HGoP…

BayesFusion offers a course on “Decision-theoretic Modeling” 1-10 February 2021. You can find more information at the following location: bayesfusion.com/2021/01/15/bay…