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BAYESIAN NETWORK TOOLS IN JAVA (BNJ) LATEST RELEASE: V3.004 PRE-ALPHA (21 JULY 2004) Check out some version 3 screenshots! [ VERSIÓN EN ESPAÑOL (SPANISH) | CHINESE | JAPANESE ] WHAT IS BNJ? > BNJ is an open-source suite of software tools for research and development > using graphical models of probability. It is implemented in 100% pure Java and > distributed under the GNU General Public License (GPL) by the Kansas State > University Laboratory for Knowledge Discovery in Databases (KDD). > > For information on the BNJ project and documentation, see the following pages. > > > > > * BNJ Web Discussion Group and Mailing List > * Click here to subscribe > > > > BNJ also has a community on the weblog (blogging) service LiveJournal: > bayesnets > > Now online: The BNJ Wiki at K-State WHO IS ON THE BNJ DEVELOPMENT TEAM? * Kansas State University (KSU) KDD Lab * KSU Probabilistic Reasoning Group HOW TO GET BNJ > > Want the latest source code and docs? > > Download them from project bnj on SourceForge! > > > > Please remember to register BNJ online once you have downloaded it. > Registration is free and takes only a few minutes. HOW TO USE BNJ > Software toolkit overview, presented at UAI-2003, by William H. Hsu and Roby > Joehanes, Fri 08 Aug 2003 [ MS PowerPoint | PDF | HTML ] USER TUTORIALS > Read these if you just want to download and compile the basic utilities (the > GUI-based Bayesian network editor and conversion tools, and the Inference > Wizard and Learning Wizard tool). > * Eclipse setup tutorial, by Roby Joehanes [ HTML ] > Note: This is slightly out-of-date (it was written for Eclipse v2.0), and > the examples given are for our local setup, so you will have to modify the > paths and CVS repository names accordingly. > The recommended platform for BNJ v2 development is Eclipse, a very > full-featured open-source IDE. We have been using the latest version, which > as of Fri 23 Apr 2004 is 3.0 M8. You can download Eclipse here. > * Beginner: for new BNJ users - coming soon > * Converter utility > * Creating and editing graphical models using the GUI editor > * Inference Wizard > * Learning Wizard > * Intermediate: for users in Artificial Intelligence and Machine Learning > courses - coming soon > * Generating simulated data using a network (e.g., for structure learning) > * Inference > * Comparisons among exact and approximate inference algorithms > * Plotting convergence time for approximations > * Deterministic vs. stochastic sampling-based approximation > * Structure learning DEVELOPER TUTORIALS > Read these if you want to build a new application that uses pre-implemented > classes for representation of graphical models and inference and learning > using them, or if you would like to: embed BNJ in your own Java-based > application, modify or optimize an existing part of the BNJ core clases or > other modules, or contribute a new module (class), package, or wizard. > > * Beginner: for new BNJ developers, by Chris Meyer, Tue 09 Dec 2003 [ MS > PowerPoint | PDF | HTML ] > * Intermediate, by Roby Joehanes, Tue 18 Nov 2003 [ MS PowerPoint | PDF | > HTML ] > * Advanced - coming soon SEMINAR ON GRAPHICAL MODELS, KSU MATH DEPARTMENT (09 DEC 2003) DOCUMENTATION * BNJ distribution notes, version 2.03 alpha (05 Nov 2003) * BNJ Application Programmer Interface (API) - JavaDoc (HTML), version 2.1 beta (16 May 2004) * BNJ v2.1b manual BNJ FEATURES AND DEVELOPMENT STATUS > BNJ development began in September, 1997 at the University of Illinois > Department of Computer Science. > Development history of BNJ > > BNJ version 2 has been in development since December, 2002. The final alpha > release was v2.03a on 05 Nov 2003. v2 is now in feature-freeze. The first beta > release, with a launcher executable for Windows and Linux, appeared on > Sourceforge on Sun 16 May 2004. The final beta release (v2.2b) with minor > optimizations is planned for Mon 31 May 2004, and an applications release with > standalone, platform-specific executables (v2.3) is planned for Fri 11 Jun > 2004. > > The following new features are planned for BNJ v3 (4th quarter 2004): > > * Refactored applications programmer interface (API) > * Animaton-based tutorials: junction tree, other inference and learning > algorithms > * Support for pointwise product (maxprop) inference > * Reimplementations > * Inference algorithms for Bayesian networks other than clustering: bounded > cutset conditioning, variable elimination - prototype completed as of > v2.02 alpha (20 Aug 2003) > * Additional algorithms for structure learning [Jo98, Ne03]: Sparse > Candidate, Markov chain Monte Carlo (perturbation-based) > * Evaluation modules: error graphic, bootstrap validation > * Representation > * Continuous state > * Dynamic Bayes nets: n-slice temporal BN - in progress for v3 (alpha > expected 30 Jun 2004, beta 30 August 2004, full release 30 Nov 2004) > * Influence diagrams (decision networks) - in progress for v3 > * Probabilistic Relational Models (PRMs) - prototype representation, > learning modules implemented as of v2.02a (20 Aug 2003) > * New development > * Converter Factory II: new graphical user interface (GUI) - standalone > application completed as of v2.02a (20 Aug 2003) > * Graphical editors: for continuous, DBN, ID, PRM representations - in > progress for v2.2b (31 May 2004); new GUI base completed as of v2.03a (05 > Nov 2003) > * Gene expression modeling module: Interfaces to TIGR TM4 (especially > Multi-Experiment Viewer), EisenLab Cluster/TreeView, Silicon Genetics > GeneSpring BNJ USER COMMUNITY > As of Fri 21 May 2004, the BNJ source and binaries have been downloaded over > 4500 times and over 130 offsite users have registered it. > Descriptive statistics about BNJ versions and users REGISTERING BNJ (OPTIONAL) > To receive updates on new releases and to submit requests for documentation > and new features, click here to register as a BNJ user or developer using the > online form! > > Your name and e-mail address are requested for major BNJ software development > and release announcements only, and shall be kept confidential among BNJ > developers. > > If you have any questions, comments, or requests, please subscribe to the > Yahoo! Group bndev. CONTRIBUTING TO BNJ DEVELOPMENT > We invite contributions from the user community in the following areas: > > * Research and educational case studies > * Source code > * Translations of documentation > * Builds > * Feature requests > * Error reports BNJ TERMS (NO-WARRANTY DISCLAIMER) ACKNOWLEDGEMENTS > FUNDING > > BNJ has been and continues to be developed through support from the following > sponsoring agencies: > > FEDERAL > > * U.S. National Science Foundation (NSF) > * NSF-PGRP-0110154: Research Experience for Undergraduates (REU) supplement > to: Inducible Ac elements for activation-tagging and PCR-based detection > of deleted genes in rice (J. E. Leach and W. H. Hsu), 15 May 2003 - 31 > Jul 2003, Plant Genome Research Program > * Cooperative agreement 9874732: Algorithms for Discovery of Bayesian > Network Models of Gene Regulation in Saccharomyces cerevisiae from > Microarray Data (W. H. Hsu), 10 Jun 2002 - 09 Aug 2003; First Award, NSF > Experimental Program to Stimulate Competitive Research (EPSCoR), > sponsored by NSF and Kansas Technology Enterprise Corporation (KTEC) > * U.S Office of Naval Research (ONR) > * N00014-01-1-0917: Real-Time Temporal Probabilistic Inference using > Bayesian Networks: Decision Support in Manpower and Personnel Management > (W. H. Hsu and S.-I Chang, principal investigators), 13 May 2001 – 30 Sep > 2002; subcontract, University of Mississippi Personnel Research > Consortium > * N00014-00-1-0769: Distributed Data Mining and Knowledge Discovery System > for Navy Personnel Research (W. H. Hsu and S.-I Chang, principal > investigators), 01 Jun 2000 – 30 Sep 2001; subcontract, University of > Mississippi Personnel Research Consortium > * U.S Army Research Lab (ARL) > * ARL-PET-IMT-KSU-07: Synthesis, Reduction, and Integration of Test and > Evaluation Data for Monitoring Applications (W. H. Hsu), 10 Aug 2000 – 09 > Aug 2001; subcontract, Raytheon, Inc. > * ARL-PET-IMT-NCSA-01: Integration of Data Sources for Time Series Analysis > (W. H. Hsu and K. M. Skreiner), 20 Aug 1999 – 09 Aug 2000; subcontract, > National Center for Supercomputing Applications > > STATE > > * Kansas Department of Transportation (KSDOT) > * Production of Sub-Standard Stopping Sight Distance Data Set and > Development of Highway Design Verification and Passing Sight Distance > Analysis via GPS Spatial Models (D. Ben-Arieh, S.-I Chang, M. Rys, W. H. > Hsu), 01 Jul 2002 - 30 Sep 2004 > > CORPORATE AND INDUSTRIAL PARTNERS > > * AIdentity Matrix LLC > > > WEB LISTINGS > > The BNJ development team gratefully acknowledges the maintainers of the > following sites for listing our package in their online directories or linking > to this site: > > * Java Math Tools, Mathtools.net > * Software Packages for Graphical Models / Bayesian Networks - Kevin Murphy, > MIT AI Lab > * Neural Networks and Fuzzy Logic Packages - GameAI.com > * Software for Bayesian and Dependency Networks - KDNuggets.com > > If you have linked to our site on your Bayes nets page and would like a > reciprocal link, please contact us. > > > WEB SITE DESIGN > > Mia Kalogjera BNJ DEVELOPMENT AND EVALUATION TEAM > CURRENT DEVELOPERS > > * Dr. William H. Hsu (team leader) - KSU Department of Computing and > Information Sciences > * Scott J. Harmon - KSU Department of Computing and Information Sciences > * Jeffrey M. Barber - KSU Department of Computing and Information Sciences > * Christopher H. Meyer - KSU Department of Computing and Information Sciences > * Silpan Patel - KSU Department of Electrical Engineering and Computer > Engineering > * James W. Plummer - KSU Department of Electrical Engineering and Computer > Engineering > * Andrew King - KSU Department of Computing and Information Sciences > > > TEST SITE INSTRUCTORS > > * Dr. Tom Dietterich - Oregon State University Department of Computer Science > * Dr. Vasant Honavar - Iowa State University Department of Computer Science > > > AFFILIATES > > * Dr. Sanjoy Das - KSU Department of Electrical Engineering and Computer > Engineering > * Dr. Lev Kapitanski - University of Miami Department of Mathematics > * Dr. Jan E. Leach - KSU Department of Plant Pathology > * Dr. Clare Nelson - KSU Department of Plant Pathology > * Bart Peinter - University of Michigan Department of Computer Science and > Engineering > * Edwin Rodríguez - KSU Department of Computing and Information Sciences > * Dr. Judith L. Roe - KSU Division of Biology > * Christopher Zhong - KSU Department of Computing and Information Sciences > * Dr. Stephen M. Welch - KSU Department of Agronomy > * Julie A. Thornton - KSU Deparment of Computing and Information Sciences > PAST DEVELOPERS > > * Nathan D. Gettings > B.S. Mathematics, University of Illinois, 1998 > PayPal, Palo Alto, CA, USA > * Dr. Haipeng Guo > Ph.D. Computer Science, KSU, 2003 > Hong Kong University of Science and Technology Department of Computer > Science, Hong Kong > * Laura M. (Kruse) Haverkamp > B.S. Computer Science, KSU, 2000 > Sprint, Kansas City, KS, USA > * Ben B. Perry > M.S. Computer Science, KSU, 2003 > Quantum Leap Innovations, Newark, DE, USA > * Julie A. (Stilson) Thornton > B.S. Computer Science / Mathematics, KSU, 2003 > KSU Department of Computing and Information Sciences, Manhattan, KS > * Roby Joehanes - KSU Department of Computing and Information Sciences > > > PAST AFFILIATES > > * Sonal S. Junnarkar - M.S.E. Computer Science, KSU, 2002 > * Rengakrishnan Subramanian - M.S. Computer Science, KSU, 2002 > * Siddharth S. Chandak - M.S. Computer Science, KSU, 2003 > * Charles L. Thornton - B.S. Computer Science, KSU, 2003 RELEVANT PUBLICATIONS AND REFERENCES Page created: Thu 22 Aug 2002 Last updated: Wed 28 July 2004 William H. Hsu BNJ Development Team