Synthesizing Graphical Models Employing Explaining Away
PPSN VII Proceedings of the 7th International Conference on Parallel Problem Solving from Nature
Sequence Rules for Web Clickstream Analysis
Industrial Conference on Data Mining: Advances in Data Mining, Applications in E-Commerce, Medicine, and Knowledge Management
A Critique of Inductive Causation
ECSQARU '95 Proceedings of the European Conference on Symbolic and Quantitative Approaches to Reasoning and Uncertainty
Probabilistic Reasoning as a General Unifying Tool
ECSQARU '01 Proceedings of the 6th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
A Bayesian Belief Network for Reliability Assessment
SAFECOMP '01 Proceedings of the 20th International Conference on Computer Safety, Reliability and Security
Patterns of Dependencies in Dynamic Multivariate Data
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis
MAMBO: Discovering Association Rules Based on Conditional Independencies
IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis
Efficient Genetic Algorithm Based Data Mining Using Feature Selection with Hausdorff Distance
Information Technology and Management
Improving on the maximum likelihood estimators of the means in Poisson decomposable graphical models
Journal of Multivariate Analysis
Exploring gene causal interactions using an enhanced constraint-based method
Pattern Recognition
On Listing, Sampling, and Counting the Chordal Graphs with Edge Constraints
COCOON '08 Proceedings of the 14th annual international conference on Computing and Combinatorics
EvoBIO '09 Proceedings of the 7th European Conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Conditional independence structure and its closure: Inferential rules and algorithms
International Journal of Approximate Reasoning
Acyclic Directed Graphs to Represent Conditional Independence Models
ECSQARU '09 Proceedings of the 10th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Exploiting Data Missingness in Bayesian Network Modeling
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Characterizations of decomposable dependency models
Journal of Artificial Intelligence Research
Operations for learning with graphical models
Journal of Artificial Intelligence Research
Computational Intelligence and Neuroscience - Neuromath: advanced methods for the estimation of human brain activity and connectivity
Efficient Markov network structure discovery using independence tests
Journal of Artificial Intelligence Research
Factors affecting automated syndromic surveillance
Artificial Intelligence in Medicine
Factors affecting automated syndromic surveillance
Artificial Intelligence in Medicine
Conditional log-linear structures for log-linear modelling
Computational Statistics & Data Analysis
Computational Statistics & Data Analysis
Evaluation of transfer evidence for three-level multivariate data with the use of graphical models
Computational Statistics & Data Analysis
A conditional independence algorithm for learning undirected graphical models
Journal of Computer and System Sciences
Mining and visualising ordinal data with non-parametric continuous BBNs
Computational Statistics & Data Analysis
MS '07 The 18th IASTED International Conference on Modelling and Simulation
The impact of service level on the acceptance of application service oriented medical records
Information and Management
Model similarity and robustness in predictions from Bayesian networks
MIC '07 Proceedings of the 26th IASTED International Conference on Modelling, Identification, and Control
A graphical characterization of the largest chain graphs
International Journal of Approximate Reasoning
Estimating high dimensional faithful Gaussian Graphical Models by low-order conditioning
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
A model searching method based on marginal model structures
AIA '08 Proceedings of the 26th IASTED International Conference on Artificial Intelligence and Applications
Beyond k-Anonymity: A Decision Theoretic Framework for Assessing Privacy Risk
Transactions on Data Privacy
Structural learning about independence graphs from multiple databases
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Inference of complex regulatory network for the cell cycle system in saccharomyces cerevisiae
AB'07 Proceedings of the 2nd international conference on Algebraic biology
Conditionals in nonmonotonic reasoning and belief revision: considering conditionals as agents
Conditionals in nonmonotonic reasoning and belief revision: considering conditionals as agents
Predictive modeling-based data collection in wireless sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
On listing, sampling, and counting the chordal graphs with edge constraints
Theoretical Computer Science
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Learning Gaussian graphical models of gene networks with false discovery rate control
EvoBIO'08 Proceedings of the 6th European conference on Evolutionary computation, machine learning and data mining in bioinformatics
Learning Bayesian network structure from incomplete data without any assumption
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Sparse seemingly unrelated regression modelling: Applications in finance and econometrics
Computational Statistics & Data Analysis
Sequential particle filtering for conditional density propagation on graphs
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
D-vine EDA: a new estimation of distribution algorithm based on regular vines
Proceedings of the 12th annual conference on Genetic and evolutionary computation
A new supervised learning algorithm for word sense disambiguation
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Dependence trees with copula selection for continuous estimation of distribution algorithms
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Counterfactuals and policy analysis in structural models
UAI'95 Proceedings of the Eleventh conference on Uncertainty in artificial intelligence
Three approaches to probability model selection
UAI'94 Proceedings of the Tenth international conference on Uncertainty in artificial intelligence
Editorial: Probabilistic and decision-theoretic systems in medicine
Artificial Intelligence in Medicine
Empirical evaluation of statistical inference from differentially-private contingency tables
PSD'12 Proceedings of the 2012 international conference on Privacy in Statistical Databases
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The Wiley Paperback Series makes valuable content more accessible to a new generation of statisticians, mathematicians and scientists.Graphical models--a subset of log-linear models--reveal the interrelationships between multiple variables and features of the underlying conditional independence. This introduction to the use of graphical models in the description and modeling of multivariate systems covers conditional independence, several types of independence graphs, Gaussian models, issues in model selection, regression and decomposition. Many numerical examples and exercises with solutions are included.This book is aimed at students who require a course on applied multivariate statistics unified by the concept of conditional independence and researchers concerned with applying graphical modelling techniques.