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A Graphical Model for Evolutionary Optimization
Evolutionary Computation, 2008We present a statistical model of empirical optimization that admits the creation of algorithms with explicit and intuitively defined desiderata. Because No Free Lunch theorems dictate that no optimization algorithm can be considered more efficient than any other when considering all possible functions, the desired function class plays a prominent ...
Christopher K. Monson, Kevin D. Seppi
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Discrete Graphical Models and Their Parameterization
2018This chapter is devoted to graphical models in which the observed variables are categorical, that is, whose state space consists of a finite number of values. The focus is on regression graph models, because this family of models allows us to approach discrete graphical models with a sufficient degree of generality.
La Rocca, Luca, Roverato, Alberto
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Monitoring Heterogeneous Multivariate Profiles Based on Heterogeneous Graphical Model
Technometrics, 2022Yan-Fu Li, Chen Zhang
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1995
Abstract The aim of this chapter is to provide a non-technical overview of graphical modelling. Independence graphs with both lines (undirected edges) and arrows (directed edges) are described, together with associated models in duding both discrete and continuous variables. Some discussion of causal inference is also given. Graphical
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Abstract The aim of this chapter is to provide a non-technical overview of graphical modelling. Independence graphs with both lines (undirected edges) and arrows (directed edges) are described, together with associated models in duding both discrete and continuous variables. Some discussion of causal inference is also given. Graphical
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Joint Gaussian graphical model estimation: A survey
Wiley Interdisciplinary Reviews: Computational Statistics, 2022Mladen Kolar +2 more
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Gaussian graphical model estimation with false discovery rate control
Annals of Statistics, 2013Weidong Liu
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Image Segmentation with a Unified Graphical Model
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2010Qiang Ji
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Stratified exponential families: Graphical models and model selection
Annals of Statistics, 2001Christopher Meek
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