Display Settings:

Format

Send to:

Choose Destination
See comment in PubMed Commons below
Ecology. 2010 Feb;91(2):355-61.

On the application of multilevel modeling in environmental and ecological studies.

Author information

  • 1Nicholas School of the Environment, Duke University, Durham, North Carolina 27708, USA. song@duke.edu

Abstract

This paper illustrates the advantages of a multilevel/hierarchical approach for predictive modeling, including flexibility of model formulation, explicitly accounting for hierarchical structure in the data, and the ability to predict the outcome of new cases. As a generalization of the classical approach, the multilevel modeling approach explicitly models the hierarchical structure in the data by considering both the within- and between-group variances leading to a partial pooling of data across all levels in the hierarchy. The modeling framework provides means for incorporating variables at different spatiotemporal scales. The examples used in this paper illustrate the iterative process of model fitting and evaluation, a process that can lead to improved understanding of the system being studied.

PMID:
20392000
[PubMed - indexed for MEDLINE]
PubMed Commons home

PubMed Commons

0 comments
How to join PubMed Commons

    Supplemental Content

    Loading ...
    Write to the Help Desk