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  1. Journal of Agricultural, Biological, and Environmental Statistics
  2. Journal of Agricultural, Biological, and Environmental Statistics : Volume 16
  3. Journal of Agricultural, Biological, and Environmental Statistics : Volume 16, Issue 3, September 2011
  4. Species Occupancy Modeling for Detection Data Collected Along a Transect
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Journal of Agricultural, Biological, and Environmental Statistics : Volume 22
Journal of Agricultural, Biological, and Environmental Statistics : Volume 21
Journal of Agricultural, Biological, and Environmental Statistics : Volume 20
Journal of Agricultural, Biological, and Environmental Statistics : Volume 19
Journal of Agricultural, Biological, and Environmental Statistics : Volume 18
Journal of Agricultural, Biological, and Environmental Statistics : Volume 17
Journal of Agricultural, Biological, and Environmental Statistics : Volume 16
Journal of Agricultural, Biological, and Environmental Statistics : Volume 16, Issue 4, December 2011
Journal of Agricultural, Biological, and Environmental Statistics : Volume 16, Issue 3, September 2011
Species Occupancy Modeling for Detection Data Collected Along a Transect
Erratum to: Species Occupancy Modeling for Detection Data Collected Along a Transect
Independent Component Analysis for Three-Way Data With an Application From Atmospheric Science
A Bayesian Model for Presence-Only Semicontinuous Data, With Application to Prediction of Abundance of Taxus Baccata in Two Italian Regions
Bayesian Inference for Animal Space Use and Other Movement Metrics
An Efficient Approach to Spatiotemporal Analysis and Modeling of Air Pollution Data
Point-Based Mark-Recapture Distance Sampling
A Baseline Category Logit Model for Assessing Competing Strains of Rhizobium Bacteria
Multiphase Experiments with at Least One Later Laboratory Phase. I. Orthogonal Designs
Journal of Agricultural, Biological, and Environmental Statistics : Volume 16, Issue 2, June 2011
Journal of Agricultural, Biological, and Environmental Statistics : Volume 16, Issue 1, March 2011
Journal of Agricultural, Biological, and Environmental Statistics : Volume 15
Journal of Agricultural, Biological, and Environmental Statistics : Volume 14
Journal of Agricultural, Biological, and Environmental Statistics : Volume 13
Journal of Agricultural, Biological, and Environmental Statistics : Volume 12
Journal of Agricultural, Biological, and Environmental Statistics : Volume 11
Journal of Agricultural, Biological, and Environmental Statistics : Volume 10
Journal of Agricultural, Biological, and Environmental Statistics : Volume 9
Journal of Agricultural, Biological, and Environmental Statistics : Volume 8
Journal of Agricultural, Biological, and Environmental Statistics : Volume 7
Journal of Agricultural, Biological, and Environmental Statistics : Volume 6

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Species Occupancy Modeling for Detection Data Collected Along a Transect

Content Provider Springer Nature Link
Author Guillera Arroita, Gurutzeta Morgan, Byron J. T. Ridout, Martin S. Linkie, Matthew
Copyright Year 2011
Abstract The proportion of sampling sites occupied by a species is a concept of interest in ecology and biodiversity conservation. Occupancy surveys based on collecting detection data along transects have become increasingly popular to monitor some species. To date, the analysis of such data has been carried out by discretizing the data, dividing the transects into discrete segments. Here we propose alternative occupancy models which describe the detection process as a continuous point process. These models provide a more natural description of the data and eliminate the need to divide transects into segments, which can be arbitrary and may lead to increased bias in the estimator of occupancy or increased chances of obtaining estimates on the boundary of the parameter space. We present a model that assumes independence between detections and an alternative model that describes the detection process as a Markov modulated Poisson process to account for potential clustering in the detections. The utility of these models is illustrated with the analysis of data from a recent survey of the Sumatran tiger Panthera tigris sumatrae. The models can also be applied to surveys that collect continuous data in time, such as those based on the use of camera-trap devices. Supplementary materials for this article are available online.
Starting Page 301
Ending Page 317
Page Count 17
File Format PDF
ISSN 10857117
Journal Journal of Agricultural, Biological, and Environmental Statistics
Volume Number 16
Issue Number 3
e-ISSN 15372693
Language English
Publisher Springer-Verlag
Publisher Date 2011-01-08
Publisher Place New York
Access Restriction One Nation One Subscription (ONOS)
Subject Keyword Clustered data Markov modulated Poisson process Wildlife monitoring Zero-inflated Poisson process Biostatistics Agriculture Statistics for Life Sciences, Medicine, Health Sciences Environmental Monitoring/Analysis
Content Type Text
Resource Type Article
Subject Applied Mathematics Statistics and Probability Environmental Science Agricultural and Biological Sciences Statistics, Probability and Uncertainty
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