Fusion, propagation, and structuring in belief networks
Artificial Intelligence
HUGIN—a shell for building Bayesian belief universes for expert systems
Readings in uncertain reasoning
A computational scheme for reasoning in dynamic probabilistic networks
UAI '92 Proceedings of the eighth conference on Uncertainty in Artificial Intelligence
The EM algorithm for graphical association models with missing data
Computational Statistics & Data Analysis - Special issue dedicated to Toma´sˇ Havra´nek
The sensitivity of belief networks to imprecise probabilities: an experimental investigation
Artificial Intelligence - Special volume on empirical methods
Machine Learning - Special issue on learning with probabilistic representations
Modeling probabilistic networks of discrete and continuous variables
Journal of Multivariate Analysis
LAZY propagation: a junction tree inference algorithm based on lazy evaluation
Artificial Intelligence
The optimal discretization of probability density functions
Computational Statistics & Data Analysis - Special issue on parallel processing and statistics
Artificial Intelligence
Importance sampling in Bayesian networks using probability trees
Computational Statistics & Data Analysis
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Probabilistic Networks and Expert Systems
Probabilistic Networks and Expert Systems
Machine Learning
Mixtures of Truncated Exponentials in Hybrid Bayesian Networks
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Weighing and Integrating Evidence for Stochastic Simulation in Bayesian Networks
UAI '89 Proceedings of the Fifth Annual Conference on Uncertainty in Artificial Intelligence
Axioms for probability and belief-function proagation
UAI '88 Proceedings of the Fourth Annual Conference on Uncertainty in Artificial Intelligence
A causal mapping approach to constructing Bayesian networks
Decision Support Systems
Use of Elvira's explanation facility for debugging probabilistic expert systems
Knowledge-Based Systems
Bayesian Networks and participatory modelling in water resource management
Environmental Modelling & Software
Bayesian networks in planning a large aquifer in Eastern Mancha, Spain
Environmental Modelling & Software
Coupling real-time control and socio-economic issues in participatory river basin planning
Environmental Modelling & Software
Environmental Modelling & Software
Public participation modelling using Bayesian networks in management of groundwater contamination
Environmental Modelling & Software
Parameterisation and evaluation of a Bayesian network for use in an ecological risk assessment
Environmental Modelling & Software
Extension of Bayesian Network Classifiers to Regression Problems
IBERAMIA '08 Proceedings of the 11th Ibero-American conference on AI: Advances in Artificial Intelligence
Environmental Modelling & Software
Environmental Modelling & Software
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Using Bayesian networks with rule extraction to infer the risk of weed infestation in a corn-crop
Engineering Applications of Artificial Intelligence
Reforestation planning using Bayesian networks
Environmental Modelling & Software
Environmental Modelling & Software
Use of a Bayesian network for Red Listing under uncertainty
Environmental Modelling & Software
Exploiting causal independence in Bayesian network inference
Journal of Artificial Intelligence Research
A Bayesian belief network analysis of factors influencing wildfire occurrence in Swaziland
Environmental Modelling & Software
Bayesian network classifiers for mineral potential mapping
Computers & Geosciences
Remote sensing data change detection based on the CI test of Bayesian networks
Computers & Geosciences
Environmental Modelling & Software
Learning hybrid Bayesian networks using mixtures of truncated exponentials
International Journal of Approximate Reasoning
Computers and Electronics in Agriculture
A Bayesian network-based framework for semantic image understanding
Pattern Recognition
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Parameter estimation and model selection for mixtures of truncated exponentials
International Journal of Approximate Reasoning
Environmental Modelling & Software
Position Paper: Modelling with stakeholders
Environmental Modelling & Software
Adaptive modelling for adaptive water quality management in the Great Barrier Reef region, Australia
Environmental Modelling & Software
Hybrid Bayesian network classifiers: Application to species distribution models
Environmental Modelling & Software
An integrated approach to linking economic valuation and catchment modelling
Environmental Modelling & Software
Inference in hybrid Bayesian networks using mixtures of polynomials
International Journal of Approximate Reasoning
Nonuniform dynamic discretization in hybrid networks
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Reduction of computational complexity in Bayesian networksthrough removal of weak dependences
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Understanding tuberculosis epidemiology using structured statistical models
Artificial Intelligence in Medicine
A Method for Integrating Expert Knowledge When Learning Bayesian Networks From Data
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Assessing the likelihood of realizing idealized goals: The case of urban water strategies
Environmental Modelling & Software
Good practice in Bayesian network modelling
Environmental Modelling & Software
Prediction analysis of a wastewater treatment system using a Bayesian network
Environmental Modelling & Software
Environmental Modelling & Software
Model development of a Bayesian Belief Network for managing inundation events for wetland fish
Environmental Modelling & Software
The construction of causal networks to estimate coral bleaching intensity
Environmental Modelling & Software
Environmental Modelling & Software
Bayesian belief modeling of climate change impacts for informing regional adaptation options
Environmental Modelling & Software
Environmental Modelling & Software
Environmental Modelling & Software
Forecasting multi-appliance usage for smart home energy management
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Exploring the application of participatory modeling approaches in the Sonora River Basin, Mexico
Environmental Modelling & Software
Applying a validation framework to a working airport terminal model
Expert Systems with Applications: An International Journal
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Bayesian networks (BNs), also known as Bayesian belief networks or Bayes nets, are a kind of probabilistic graphical model that has become very popular to practitioners mainly due to the powerful probability theory involved, which makes them able to deal with a wide range of problems. The goal of this review is to show how BNs are being used in environmental modelling. We are interested in the application of BNs, from January 1990 to December 2010, in the areas of the ISI Web of Knowledge related to Environmental Sciences. It is noted that only the 4.2% of the papers have been published under this item. The different steps that configure modelling via BNs have been revised: aim of the model, data pre-processing, model learning, validation and software. Our literature review indicates that BNs have barely been used for Environmental Science and their potential is, as yet, largely unexploited.