Bayesian programming may also be seen as an algebraic formalism to specify graphical models such as, for instance, Bayesian networks, dynamic Bayesian networks, Kalman filters or hidden Markov models.
42.
Bivariate and multivariate distributions are usually represented as Probabilistic Graphical Models ( graphs ), in which edges denote statistical dependencies ( or conditional probabilities ) and vertices denote variables.
43.
More recently deep learning was shown to be useful in semantic hashing where a deep graphical model of the word-count vectors is obtained from a large set of documents.
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Wold's writings on causality and recursive-chain models have been recognized as scientific inventions by recent work on causality and graphical models in statistics, especially by Judea Pearl and Nanny Wermuth.
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Research in this area has been extended to the use of Bayesian networks ( BNs ), which are probabilistic graphical models typically designed to model cause and effect or dependent relationships.
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Software packages used in population pharmacokinetics modelling include NONMEM, which was developed at the UCSF and newer packages which incorporate GUIs like Monolix as well as graphical model building tools; Phoenix NLME.
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Zeleny " has frequently been credited with proposing the [ representation of DIKW as a pyramid ] . . . although he actually made no reference to any such graphical model ."
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Relying on an efficient thermal state preparation protocol starting from an arbitrary state, quantum-enhanced Markov logic networks exploit the symmetries and the locality structure of the probabilistic graphical model generated by a first-order logic template.
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Timed-Arc Petri Net ( TAPN ) is a time extension of the classical Petri net model ( a commonly used graphical model of distributed computations introduced by Carl Adam Petri in his disseration in 1962 ).
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A model is a logical framework intended to represent reality ( a " model of reality " ), similar to the way that a map is a graphical model that represents the territory of a city or country.