AHMbook0.2.10 package

Functions and Data for the Book 'Applied Hierarchical Modeling in Ecology' Vols 1 and 2

AHMbook-package

Functions and data for the Book Applied Hierarchical Modeling in Ecolo...

bigCrossCorr

Cross correlations for MCMC output

ch2marray

Converts capture-histories to an m-array

color_ramps

Color Ramps

data_BerneseOberland

Landscape data for the Bernese Oberland around Interlaken, in the Alps...

data_crestedTit

Count data from the Swiss Breeding Bird Survey MHB for crested tits fr...

data_crossbillAHM

Data from the Swiss Breeding Bird Survey MHB for European Crossbill fr...

data_cswa

Point count and spot-mapping data for Chestnut-sided Warbler

data_dragonflies

Fictional data for dragonflies

data_duskySalamanders

Age-classified counts of dusky salamanders from two mid-Atlantic state...

data_EurasianLynx

Data for Eurasian lynx from Switzerland and Italy (only Alps).

data_Finnmark

Data from surveys of birds in Finnmark in NE Norway

data_FrenchPeregrines

Data for observations of peregrines from the French Jura mountains

data_greenWoodpecker

Count data from the Swiss Breeding Bird Survey for Green Woodpeckers f...

data_HubbardBrook

Warbler point count data from the Hubbard Brook Experimental Forest

data_MesoCarnivores

Camera trap data for Bobcat, Coyote and Red Fox

data_MHB2014

Data from the Swiss Breeding Bird Survey MHB 2014

data_simDynoccSpatialData

Simulated data from simDynoccSpatial for AHM2 section 9.6.1.2 (page ...

data_spottedWoodpecker

Data for observations of Middle Spotted Woodpecker in Switzerland

data_SwissAtlasHa

Data for 1ha quadrats from the Swiss Breeding Bird Atlas

data_SwissEagleOwls

Territory-level, multi-state detection/nondetection data for Eagle Owl...

data_SwissMarbledWhite

Data for Swiss Marbled White butterflies

data_SwissSquirrels

Data for Red Squirrels in Switzerland from the Swiss breeding bird sur...

data_SwissTits

Data from the Swiss Breeding Bird Survey for 6 species of tits

data_treeSparrow

American Tree Sparrow data from Alaska

data_ttdPeregrine

Time-to-detection data for peregrines from the French Jura mountains

data_UKmarbledWhite

Data for UK Marbled White butterflies

data_wagtail

Data for Dutch wagtails

data_waterVoles

Data for the Mighty Water Voles of Scotland, UK.

data_wigglyLine

Coordinates for a wiggly line transect

data_willowWarbler

Constant effort site (CES) data for British Willow Warblers

e2dist

Calculates the pair-wise distances between two sets of points

fitstats

Functions to return fit statistics

getLVcorrMat

Compute results of a Joint Species Distribution Model (JSDM)

graphSSM

Plot the results for a Gaussian state-space model

image_scale

Helper function to draw scale for image

map.Nmix.resi

Mapping of residuals

modSelFP

Model selection results from a list of 'unmarkedFitOccuFP' models

piFuns

Compute multinomial cell probabilities

playRN

Function to play Royle-Nichols (RN) model

plot_Nmix_resi

Produce some residual plots

ppc.plot

Plot results from posterior predictive check

sim3Occ

Simulate detection/nondetection data for static 3-level occupancy mode...

simCJS

Simulate individual capture-histories under a Cormack-Jolly-Seber (CJS...

simComm

Simulate community occupancy or community abundance data

simData.fn

Simulate count data under a binomial N-mixture model

simDataDK

Simulate data for an integrated species distribution model (SDM) of Do...

simDCM

Simulate detection/nondetection data under a general dynamic community...

simDemoDynocc

Simulate data under a demographic dynamic occupancy model

simDM_simDM0

Simulate count data under the dynamic N-mixture model of Dail-Madsen

simDSM

Simulate line transect data for density surface modeling

simDynocc

Simulate detection/nondetection data under a wide variety of non-spati...

simDynoccSpatial

Simulate data under a dynamic occupancy model with spatial autocorrela...

simExpCorrRF

Create a Gaussian random field with negative exponential correlation

simFn

Simulate a Poisson point process

simFrogDisease

Simulate detection data for diseased frogs

simHDS

Simulate data under hierarchical distance sampling protocol (line or p...

simHDSg

Simulate data under HDS protocol with groups

simHDSopen

Simulate open hierarchical distance sampling data

simHDSpoint

Simulate data under hierarchical distance sampling point transect prot...

simHDStr

Simulate HDS time-removal or double-observer data

simIDS

Simulate data for an integrated distance sampling, point count and occ...

simIssj.sim

Simulate open distance sampling data for the Island Scrub Jays

simLdata

Simulation of distance sampling data.

simMultMix

Simulate the multinomial-mixture model

simNmix

Simulate data for binomial and multinomial mixture models

simNmixSpatial

Simulate replicated counts under a spatial, static binomial N-mixture ...

simNpC

Generate counts from a single population observed over T years under a...

simOcc

Simulate data for static occupancy models under wide range of conditio...

simOccSpatial

Simulate replicated detection/nondetection data under a spatial, stati...

simOccttd

Simulate time-to-detection occupancy data (single visits)

simPdata

Simulate non-hierarchical point transect (= point count) data

simPH

Generate counts under a variant of a 'phenomenological model'

simpleNmix

Simulate N-mixture data under a time-for-space substitution design

simPOP

Simulate data for a demographic state-space model

simPPe

Simulate a spatial point pattern in a heterogeneous landscape

simSpatialDS

Simulates data for a basic spatial distance sampling model

simSpatialDSline

Simulate data for a standardized line transect

simSpatialDSte

Simulate data for replicate line transect surveys with temporary emigr...

simSpatialHDS

Simulates data for a hierarchical spatial distance sampling model

simWigglyOcc

Simulate static occupancy data

spline.prep

Prepare input for BUGS model when fitting a spline for a covariate

standardize

Scaling and centering of vectors, matrices and arrays

valid_data

Validates simulated observational data against data-generating values.

zinit

Starting values for survival analysis in JAGS/BUGS

Provides functions to simulate data sets from hierarchical ecological models, including all the simulations described in the two volume publication 'Applied Hierarchical Modeling in Ecology: Analysis of distribution, abundance and species richness in R and BUGS' by Marc Kéry and Andy Royle: volume 1 (2016, ISBN: 978-0-12-801378-6) and volume 2 (2021, ISBN: 978-0-12-809585-0), <https://www.mbr-pwrc.usgs.gov/pubanalysis/keryroylebook/>. It also has all the utility functions and data sets needed to replicate the analyses shown in the books.

  • Maintainer: Ken Kellner
  • License: GPL (>= 3)
  • Last published: 2024-09-11