Analyses
Analyses¶
The top-level component analyses
contains an array of possible (automated) analyses. To that extent, likelihoods, parameters of interest and the affiliated domains are listed. Description of the components:
name
: long custom stringlikelihood
: name as reference to a likelihood defined in the top-level componentlikelihoods
parameter_of_interest
: (optional) array of names as reference to parameters that are interesting for the analysis at handdomain
: name of a domain to be used for the parameters, defined in the top-level componentdomains
init
: (optional) name of an initial value to be used, defined in the top-level componentparameter_points
prior
: (optional) name of a prior distribution, defined in the top-level componentdistributions
. This is only used for Bayesian interpretations and should not be confused with auxiliary distributions listed in the likelihood section. The prior could, for example, be a product distribution of all the individual priors. If for any parameter, both a prior and a parameter domain are given, the prior should be truncated to the given parameter domain. Otherwise, implicit flat priors over the given parameter domain are assumed.
All parameters of all distributions in the likelihood must either be listed under the domain referenced, or set to const
in the parameter point referenced.
Example: Analyses
"analyses": [
{
"name" : "analysis1",
"likelihood" : "likelihood1",
"aux_likelihood_terms" : ["distribtion_1", "distribution_2", ...]
"parameters_of_interest" : ["param1"],
"domain" : "domain1" ,
"init" : "starting_values",
"prior" : "prior_dist"
},
...
]