occ2sps {wiqid} | R Documentation |
Single-season two-species occupancy estimation
Description
Estimates occupancy and probability of detection for two species, where one (dominant) species affects the occupancy or detection of the other (subordinate) species (see Richmond et al, 2010). The model has the following parameters:
psiA | probability of occupancy of species A |
psiBa | probability of occupancy of B if A is absent |
psiBA | probability of occupancy of B if A is present |
pA | probability of detection of species A if B is absent |
rA | probability of detection of species A if both are present |
pB | probability of detection of species B if A is absent |
rBa | probability of detection of species B if both are present but A was not detected |
rBA | probability of detection of species B if both are present and A was detected |
Usage
occ2sps(DHA, DHB, model=NULL, data=NULL, ci = 0.95, verify=TRUE)
Arguments
DHA |
a 1/0/NA matrix (or data frame) of detection histories, sites x occasions, for the dominant species. |
DHB |
detection histories for the subordinate species in the same format as DHA. |
model |
a list of formulae symbolically defining a linear predictor for any of the parameters in the model. The default, NULL, is equivalent to |
data |
a data frame containing the variables in the model. If |
ci |
the confidence interval to use. |
verify |
if TRUE, the data provided will be checked. |
Value
Returns an object of class wiqid
, see wiqid-class for details.
Benchmarks
Output has been checked against output from PRESENCE (Hines 2006) v.5.5 for the railSims
data set. Real values are the same to 4 decimal places, and AICs are the same.
Author(s)
Mike Meredith
References
Richmond, Hines, Beissinger (2010) Two-species occupancy models: a new parameterization applied to co-occurrence of secretive rails. Ecological Applications 20(7):2036-2046
MacKenzie, D I; J D Nichols; A J Royle; K H Pollock; L L Bailey; J E Hines 2006. Occupancy Estimation and Modeling : Inferring Patterns and Dynamics of Species Occurrence. Elsevier Publishing.
See Also
See the example data set railSims
. See occSS
for single-season single-species occupancy estimation.
Examples
data(railSims)
# Extract the two detection histories
DHA <- railSims[, 1:3]
DHB <- railSims[, 4:6]
# Default model (no interaction)
occ2sps(DHA, DHB)
# Add a submodel for psiBA, so that psiBA and psiBa are separated:
occ2sps(DHA, DHB, model = psiBA ~ 1)
# Add covariates for psiA and psiBA; only display beta coefficients:
occ2sps(DHA, DHB, model = list(psiA ~ logArea, psiBA ~ reeds), data=railSims)$beta
# Model corresponding to the data generation model
occ2sps(DHA, DHB, list(psiA ~ logArea, psiBA ~ reeds, rBA ~ 1), data=railSims)$beta