NCEAS Working Groups
Macro-ecology and biogeography: Hierarchical (Bayesian) model development using data from South Africa
Project Description
We propose a Working Group that will focus on developing hierarchical (Bayesian) statistical models to explain joint spatial patterns in plant species distributions (and thus diversity), using unique datasets from South Africa.
The statistical models will: be individual species-based, be spatially explicit, utilize individual species attributes (including phylogenetic information), and include various explicit sources of environmental heterogeneity. The models will be hierarchical in attempting to explain joint patterns of species distributions, thus getting at diversity directly from a mechanistic perspective. We know of no other studies which have taken this approach. In building, validating and comparing the models, we have access to unique data sets from South Africa: 1) the Protea Atlas species inventory; 2) A set of explanatory GIS data layers for the Cape Floristic Region (CFR); 3) cladistic/phylogenetic data on taxa in the Proteaceae; 4) a database of up to 4000 releves from the CFR; and 5) potentially, access to a database of the distribution (at ¿ degree grid cells) of all 23,000 flowering plant species in Southern Africa. The CFR is one of the world's hottest hotspots of plant diversity, and the Protea Atlas dataset may be the most complete presence-absence data set for any taxonomic group across any region.

Principal Investigator(s)
John Silander, Richard M. Cowling, Alan E. Gelfand, Anthony G. Rebelo
Project Dates
Start: November 20, 2000
End: December 20, 2002
completed
Participants
- Dawn Banard
- Duke University
- Jarrett Barber
- Duke University
- Richard M. Cowling
- University of Port Elizabeth
- Alan E. Gelfand
- Duke University
- Gabriele Hegerl
- Duke University
- Bruce Hewitson
- University of Cape Town
- Mark Holder
- University of Connecticut
- Kent Holsinger
- University of Connecticut
- Andrew Latimer
- University of Connecticut
- Henri Laurie
- University of Cape Town
- Paul Lewis
- University of Connecticut
- Amanda T. Lombard
- Conservation Systems
- John Mickelson
- Columbia University
- Guy F. Midgley
- South African National Biodiversity Institute
- Rachel Prunier
- University of Connecticut
- Anthony G. Rebelo
- National Botanical Institute, Kirstenbosch
- Gail Reeves
- Kirstenbosch Research Centre
- Alexandra M. Schmidt
- University of Connecticut
- John Silander
- University of Connecticut
- Walter Smit
- Mark Tadross
- University of Cape Town
- Shanshan Wu
- University of Connecticut
Products
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Journal Article / 2003
Explaining species distribution patterns through hierarchical modeling
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Presentations / 2003
Explaining species distribution patterns through hierarchical modelling
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Journal Article / 2005
Modelling species diversity through species level hierarchical modelling
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Journal Article / 2006
Building statistical models to analyze species distributions
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Journal Article / 2002
Geometric constraints and spatial pattern of species richness: Critique of range-based null models
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Presentations / 2002
Explaining species diversity through species level hierarchical modeling
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Presentations / 2002
Spatial patterns of species richness and geographic ranges in Africian Proteaceae: Bayesian hierarchical models
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Presentations / 2003
Spatial patterns of species richness and geographic ranges in African Proteaceae: Bayesian hierarchical models
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Journal Article / 2004
Relating plant traits and species distributions along bioclimatic gradients for 88 Leucadendron taxa