Material on Bayesian networks and related topics
Below you will find a collection of links related to research on
Bayesian networks. Most links are from the following technology survey:
- Petri Myllymäki, Henry Tirri: Prospects
of Bayesian networks (in Finnish), Technology Survey 58/98,
Technology Development Center (TEKES), 1998.
- The postscript
file is too large for some printers, so below you will find the file
divided into two separate files, as well as a compressed gzipped file.
- bvmahd1.ps (Pages 1-74, 4.4M postscript file).
- bvmahd2.ps (Pages 75-110, 5.5M postscript file).
- bvmahd.ps.gz (Pages 1-110, 1.4M gzipped postscript file).
Research groups
- Bayesians Worldwide
- Complex Systems Computation Group (CoSCo), University of Helsinki
- Automated Learning group, NASA
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- Microsoft Research Decision Theory & Adaptive Systems
- Decision Support Systems, Aalborg University
- Bayesian Knowledge Discovery Project, The Open University
- Decision Systems Laboratory, University of Pittsburgh
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- Mixture Modelling
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- AIGroup Home Page, Cantabria University/Cornell University
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- HOME PAGE Group UTAI Universidad de Granada
Introductions
- Petri Myllymäki, Henry Tirri: Prospects of Bayesian networks (in Finnish), Technology Survey 58/98, National Technology Agency, 1998.
- Bayesian network tutorials
- TP Minka's tutorial notes
- Probabilistic Thinking
- BIPS: Bayesian Inference for the Physical Sciences
- Bayes
- Bayes Theorem
- Bayesian Network Repository
- September 1993 Issue - Belief Networks
- AFIT Artificial Intelligence Laboratory Home Page
- Artificial Intelligence II
- Course Notes on Bayesian Networks
- Introduction to Temporal Bayesian Networks
- Bayesian Networks at UGAI'97
- Bayesian Links
- Introduction to Probability Theory
- Bayesian Belief Networks
- Bayesian Network Demos
Pointers to literature
- Pointers to Bayesian Networks Literature
- INFORMS/SDA - Decision Analysis Books
Organizations
- UAI maillist archive by thread
- The Society for Artificial Intelligence & Statistics
- HSSS
- Assoc for Uncertainty in AI
- Society for AI and Statistics
- International Society for Bayesian Analysis (ISBA)
- ASA Section on Bayesian Statistical Sciences
- European Association for Decision Making
- Decision Analysis Society Home Page
- Society for Risk Analysis: Risk Assessment, Characterization, Management, Communication, and Policy
- Classification Society of North America
- UAI maillist archive by thread
Applications
Discussions
- Microsoft believes in Bayesian networks
- Reasons for using Bayesian nets
- Deployed Bayesian net systems in routine use
Examples
- AI systems in routine clinical use
- Microsoft Troubleshooters
- Microsoft Onparenting
- Talaria: A Hypermedia Assistant for Cancer Pain Management
- Lumiere, Microsoft's intelligent operating system
- Super-resolution images (NASA)
- NASA Mission control (the VISTA system)
- Lockheed underwater vehicle control
- General Electric Aircraft Engine Design
- Turbo coding
- IntelliPath
- ProbSy
- Bayesian Network Mobile Robot
- Heart Disease Program
- Decision Systems Laboratory: Hailfinder
- AFIT Artificial Intelligence -- Bayesian Networks Research Applications
- Hugin Applications
Software
Software based on the standard BN model
- ANALYTICA
- Baron (KC Associates)
- BAYBUILDER (SNN, University of Nijmegen)
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- BAYES (CMU)
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- Bayes Net Applet (Michel Cline)
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- BAYONNET (ETL)
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- BELIEF (Russel Almond)
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- BIFROST (Bo Thiesson)
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- BKD: Bayesian Knowledge Discoverer (Marco Ramoni)
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- BUGS (MRC Biostatistics Unit, Cambridge, UK )
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- CoCo (Jens Henrik Badsberg)
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- DATA (TreeAge)
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- Decision Tools Suite (Palisade)
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- DPL: Decision Programming Language (Applied Decision Analysis)
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- DX Solution Series (Knowledge Industries)
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- ElimBel
- Ergo/Cogito (Noetic Systems)
- GRAPHICAL-BELIEF (Russell Almond)
- HUGIN (Hugin Expert)
- IDEAL (Rockwell International Science Center)
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- JAVABAYES (Fabio Gozman)
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- MacEvidence (Prakash Shenoy)
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- Microsoft Belief Network Tools
- MSBN (Microsoft)
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- MIM (Hypergraph))
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- NETICA (Norsys Software)
- Pulcinella (IRIDIA)
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- S-ElimBel (Nicholas Thiery)
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- Software Package by Radford Neal
- SPI (Bruce D'Ambrosio)
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- STRATEGIST (Prevision)
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- TETRAD (Carnegie-Mellon University)
- TresBel (Hong Xu
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- XBaies (Robert Cowell)
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- X-pert (AI Group, Cantabria University)
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- XPress (Mark Stitson)
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Software based on finite mixture models (latent variable models)
- AutoClass (NASA)
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- Snob
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- BAYDA (CoSCo, University of Helsinki)
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Additional link collections
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- Software for Belief Networks
- Free Bayesian Network Packages
- Mixture modelling, Clustering, Intrinsic classification, Unsupervised learning and Mixture modeling
Companies
- Bayesian Networks and Software Risk Assessment at Agena
- Applied Decision Analysis
- Bayesian Systems
- Bayesware Limited
- Decisioneering
- Hugin Expert
- Hugin Expert A/S - Home Page
- Kalamation International, LLC: Java Software Freeware and Outsourcing, Data Modeling and Analysis, Curve Fitting, Bayesian Networks
- Knowledge Industries
- Lumina Decision Systems
- Microsoft
- Noetic Systems
- Norsys Software
- Palisade Corporation
- Prevision Inc.
- ThinkBank
- TreeAge Software, Inc.
- Ultimode Systems. Data mining and data engineering solutions.
Page last updated on October 27, 2000 by Petri Myllymäki.