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- Doubly_stochastic_model abstract "In statistics, a doubly stochastic model is a type of model that can arise in many contexts, but in particular in modelling time-series and stochastic processes. The basic idea for a doubly stochastic model is that an observed random variable is modelled in two stages. In one stage, the distribution of the observed outcome is represented in a fairly standard way using one or more parameters. At a second stage, some of these parameters (often only one) are treated as being themselves random variables. In a univariate context this is essentially the same as the well-known concept of compounded distributions. For the more general case of doubly stochastic models, there is the idea that many values in a time-series or stochastic model are simultaneously affected by the underlying parameters, either by using a single parameter affecting many outcome variates, or by treating the underlying parameter as a time-series or stochastic process in its own right.The basic idea here is essentially similar to that broadly used in latent variable models except that here the quantities playing the role of latent variables usually have an underlying dependence structure related to the time-series or spatial context.An example of a doubly stochastic model is the following. The observed values in a point process might be modelled as a Poisson process in which the rate (the relevant underlying parameter) is treated as being the exponential of a Gaussian process.".
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- Doubly_stochastic_model wikiPageRevisionID "514723729".
- Doubly_stochastic_model wikiPageWikiLink Category:Hidden_stochastic_models.
- Doubly_stochastic_model wikiPageWikiLink Category:Latent_variable_models.
- Doubly_stochastic_model wikiPageWikiLink Category:Statistical_models.
- Doubly_stochastic_model wikiPageWikiLink Category:Stochastic_processes.
- Doubly_stochastic_model wikiPageWikiLink Compound_probability_distribution.
- Doubly_stochastic_model wikiPageWikiLink Cox_process.
- Doubly_stochastic_model wikiPageWikiLink Gaussian_process.
- Doubly_stochastic_model wikiPageWikiLink Latent_variable.
- Doubly_stochastic_model wikiPageWikiLink Latent_variable_model.
- Doubly_stochastic_model wikiPageWikiLink Poisson_process.
- Doubly_stochastic_model wikiPageWikiLink Stochastic_process.
- Doubly_stochastic_model wikiPageWikiLink Stochastic_processes.
- Doubly_stochastic_model wikiPageWikiLink Time-series.
- Doubly_stochastic_model wikiPageWikiLink Time_series.
- Doubly_stochastic_model wikiPageWikiLinkText "Doubly stochastic model".
- Doubly_stochastic_model wikiPageWikiLinkText "doubly stochastic model".
- Doubly_stochastic_model hasPhotoCollection Doubly_stochastic_model.
- Doubly_stochastic_model wikiPageUsesTemplate Template:Cite_journal.
- Doubly_stochastic_model wikiPageUsesTemplate Template:Reflist.
- Doubly_stochastic_model subject Category:Hidden_stochastic_models.
- Doubly_stochastic_model subject Category:Latent_variable_models.
- Doubly_stochastic_model subject Category:Statistical_models.
- Doubly_stochastic_model subject Category:Stochastic_processes.
- Doubly_stochastic_model hypernym Model.
- Doubly_stochastic_model type Model.
- Doubly_stochastic_model type Person.
- Doubly_stochastic_model type Type.
- Doubly_stochastic_model type Model.
- Doubly_stochastic_model type Process.
- Doubly_stochastic_model type Type.
- Doubly_stochastic_model type Variable.
- Doubly_stochastic_model comment "In statistics, a doubly stochastic model is a type of model that can arise in many contexts, but in particular in modelling time-series and stochastic processes. The basic idea for a doubly stochastic model is that an observed random variable is modelled in two stages. In one stage, the distribution of the observed outcome is represented in a fairly standard way using one or more parameters.".
- Doubly_stochastic_model label "Doubly stochastic model".
- Doubly_stochastic_model sameAs m.03whzws.
- Doubly_stochastic_model sameAs Q5300182.
- Doubly_stochastic_model sameAs Q5300182.
- Doubly_stochastic_model wasDerivedFrom Doubly_stochastic_model?oldid=514723729.
- Doubly_stochastic_model isPrimaryTopicOf Doubly_stochastic_model.