Computes the loglikelihood of the DAISIE model given colonization and branching times for lineages on an island, and a set of model parameters
DAISIE_loglik_all(
pars1,
pars2,
datalist,
methode = "lsodes"
)
Contains the model parameters:
pars1[1]
corresponds to lambda^c (cladogenesis rate)
pars1[2]
corresponds to mu (extinction rate)
pars1[3]
corresponds to K (clade-level carrying capacity)
pars1[4]
corresponds to gamma (immigration rate)
pars1[5]
corresponds to lambda^a (anagenesis rate)
pars1[6]
corresponds to lambda^c (cladogenesis rate) for an optional subset of the species
pars1[7]
corresponds to mu (extinction rate) for an optional subset of the species
pars1[8]
corresponds to K (clade-level carrying capacity) for an optional subset of the species
pars1[9]
corresponds to gamma (immigration rate) for an optional subset of the species
pars1[10]
corresponds to lambda^a (anagenesis rate) for an optional subset of the species
pars1[11]
corresponds to p_f (fraction of mainland species that belongs to the second subset of species
The elements 6:10 and 11 are optional, that is,pars1 should either contain 5, 10 or 11 elements. If 10, then the fraction of potential colonists of type 2 is computed from the data. If 11, then pars1[11] is used, overruling any information in the data.
Contains the model settings
pars2[1]
corresponds to lx = length of ODE variable x
pars2[2]
corresponds to ddmodel = diversity-dependent model, model of diversity-dependence, which can be one of
ddmodel = 0 : no diversity dependence
ddmodel = 1 : linear dependence in speciation rate
ddmodel = 11: linear dependence in speciation rate and in immigration rate
ddmodel = 2 : exponential dependence in speciation rate
ddmodel = 21: exponential dependence in speciation rate and in immigration rate
pars2[3]
corresponds to cond = setting of conditioning
cond = 0 : conditioning on island age
cond = 1 : conditioning on island age and non-extinction of the island biota
pars2[4]
sets whether parameters and likelihood should be printed (1) or not (0)
Data object containing information on colonisation and branching times. This object can be generated using the DAISIE_dataprep function, which converts a user-specified data table into a data object, but the object can of course also be entered directly. It is an R list object with the following elements.
The first element of the list has two or three components:
$island_age
- the island age
Then, depending on whether a distinction between types is made, we have:
$not_present
- the number of mainland lineages that are not present on the island
or:
$not_present_type1
- the number of mainland lineages of type 1 that are not present on the island
$not_present_type2
- the number of mainland lineages of type 2 that are not present on the island
The remaining elements of the list each contains information on a single colonist lineage on the island and has 5 components:
$colonist_name
- the name of the species or clade that colonized the island
$branching_times
- island age and stem age of the population/species in the case of Non-endemic, Non-endemic_MaxAge and Endemic anagenetic species. For cladogenetic species these should be island age and branching times of the radiation including the stem age of the radiation.
$stac
- the status of the colonist
* Non_endemic_MaxAge: 1
* Endemic: 2
* Endemic&Non_Endemic: 3
* Non_endemic: 4
* Endemic_MaxAge: 5
$missing_species
- number of island species that were not sampled for particular clade (only applicable for endemic clades)
$type1or2
- whether the colonist belongs to type 1 or type 2
Method of the ODE-solver. See package deSolve for details. Default is "lsodes"
The loglikelihood
The output is a loglikelihood value
Valente, L.M., A.B. Phillimore and R.S. Etienne (2015). Equilibrium and non-equilibrium dynamics simultaneously operate in the Galapagos islands. Ecology Letters 18: 844-852.
# NOT RUN {
data(Galapagos_datalist_2types)
pars1 = c(0.195442017,0.087959583,Inf,0.002247364,0.873605049,
3755.202241,8.909285094,14.99999923,0.002247364,0.873605049,0.163)
pars2 = c(100,11,0,1)
DAISIE_loglik_all(pars1,pars2,Galapagos_datalist_2types)
# }
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