Project details for Continuous Time Bayesian Network Reasoning and Learning Engine

Logo JMLR Continuous Time Bayesian Network Reasoning and Learning Engine 1.0.2

by cshelton - April 7, 2010, 09:54:58 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ]

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Description:

CTBN-RLE is a continuous time Bayesian network reasoning and learning engine. A continuous time Bayesian network (CTBN) provides a compact (factored) description of a continuous-time Markov process. This software provides libraries and executables for most of the algorithms developed for CTBNs. For learning, CTBN-RLE implements structure and parameter learning for both complete and partial data. For inference, it implements exact inference and Gibbs and importance sampling approximate inference for any type of evidence pattern. Additionally, the library supplies visualization methods for graphically displaying CTBNs or trajectories of evidence.

Changes to previous version:

minor structural changes

BibTeX Entry: Download
Corresponding Paper BibTeX Entry: Download
URL: Project Homepage
JMLR MLOSS PaperURL: JMLR-MLOSS Paper Homepage
Supported Operating Systems: Linux, Macosx, Windows, Unix
Data Formats: Ascii
Tags: Graphical Models, Continuous Time
Archive: download here

Other available revisons

Version Changelog Date
1.1.1

compilation problems fixed

December 9, 2013, 18:44:02
1.1.0

Markov decision processes added (Kan & Shelton 2008) [ctmdp.h]

Mean field inference added (Cohn, El-Hay, Friedman, & Kupferman 2009) [meanfieldinf.h]

Factored uniformization for filtering added (Celikkaya & Shelton 2011) [uniformizedfactoredinf.h]

Auxilliary Gibbs sampling added (Rao & Teh 2011) [gibbsauxsampler.h]

Multi-threading for EM added

many speed improvements

unit testing improved [tst/]

new demo "main" programs added [demo/]

file format changed to XML-ish format (with old methods still there for conversion)

matrix switched to Eigen package (with option to return to old matrix)

glpk now included

initial cmake functionality

March 7, 2013, 02:55:04
1.0.2

minor structural changes

March 5, 2010, 23:45:20
1.0.1

Additional documentation. Fix of Gibbs sampling bug. Placement of code into ctbn namespace.

January 21, 2010, 02:23:25
1.0.0

Initial Announcement on mloss.org.

November 11, 2009, 20:39:28

Comments

Santi Villalba (on December 10, 2013, 10:23:19)

As per 2013/12/10 it cannot be downloaded:

"You don't have permission to access /ctbnrle/v1.1.1/ctbnrle-1-1-1.tgz on this server."

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