Darryl I. MacKenzie – författare

Occupancy Estimation and Modeling is the first book to examine the latest methods in analyzing presence/absence data surveys. Using four classes of models (single-species, single-season; single-species, multiple season; multiple-species, single-season; and multiple-species, multiple-season), the authors discuss the practical sampling situation, present a likelihood-based model enabling direct estimation of the occupancy-related parameters while allowing for imperfect detectability, and make recommendations for designing studies using these models.- Provides authoritative insights into the latest in estimation modeling- Discusses multiple models which lay the groundwork for future study designs- Addresses critical issues of imperfect detectibility and its effects on estimation- Explores the role of probability in estimating in detail

Occupancy Estimation and Modeling is the first book to examine the latest methods in analyzing presence/absence data surveys. Using four classes of models (single-species, single-season; single-species, multiple season; multiple-species, single-season; and multiple-species, multiple-season), the authors discuss the practical sampling situation, present a likelihood-based model enabling direct estimation of the occupancy-related parameters while allowing for imperfect detectability, and make recommendations for designing studies using these models. Provides authoritative insights into the latest in estimation modeling Discusses multiple models which lay the groundwork for future study designs Addresses critical issues of imperfect detectibility and its effects on estimation Explores the role of probability in estimating in detail

Occupancy Estimation and Modeling: Inferring Patterns and Dynamics of Species Occurrence, Second Edition, provides a synthesis of model-based approaches for analyzing presence-absence data, allowing for imperfect detection. Beginning from the relatively simple case of estimating the proportion of area or sampling units occupied at the time of surveying, the authors describe a wide variety of extensions that have been developed since the early 2000s. This provides an improved insight about species and community ecology, including, detection heterogeneity; correlated detections; spatial autocorrelation; multiple states or classes of occupancy; changes in occupancy over time; species co-occurrence; community-level modeling, and more.Occupancy Estimation and Modeling: Inferring Patterns and Dynamics of Species Occurrence, Second Edition has been greatly expanded and detail is provided regarding the estimation methods and examples of their application are given. Important study design recommendations are also covered to give a well rounded view of modeling.- Provides authoritative insights into the latest in occupancy modeling- Examines the latest methods in analyzing detection/no detection data surveys- Addresses critical issues of imperfect detectability and its effects on species occurrence estimation- Discusses important study design considerations such as defining sample units, sample size determination and optimal effort allocation