Improving generalized regression analysis for the spatial prediction of forest communities

No abstract is available for this paper.

• Publication year

  2006

• Venue

  Journal of Biogeography

• Publication date

  2006-10-01

• Fields of study

  Biology, Mathematics, Environmental Science

• Identifiers
  DOI 10.1111/j.1365-2699.2006.01465.x
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition

  2009cited by this paper
• An Introduction to the Bootstrap

  2007cited by this paper
• Soil nutritional factors improve models of plant species distribution: an illustration with Acer campestre (L.) in France

  2006cited by this paper
• Climate warming and the decline of amphibians and reptiles in Europe

  2006cited by this paper
• Are niche‐based species distribution models transferable in space?

  2006cited by this paper
• Determinants of the biogeographical distribution of butterflies in boreal regions

  2006cited by this paper
• Generalized Additive Models

  2006cited by this paper
• GeoDa: An Introduction to Spatial Data Analysis

  2006cited by this paper
• Model‐based uncertainty in species range prediction

  2006cited by this paper
• SPATIAL ANALYSIS OF LANDSCAPES: CONCEPTS AND STATISTICS

  2005cited by this paper
• Reducing uncertainty in projections of extinction risk from climate change

  2005cited by this paper
• Environmental determinants of vascular plant species richness in the Austrian Alps

  2005cited by this paper
• Selecting thresholds of occurrence in the prediction of species distributions

  2005influential reference
• The relative roles of environment and history as controls of tree species composition and richness in Europe

  2005cited by this paper
• Predicting species distribution: offering more than simple habitat models.

  2005cited by this paper
• Validation of species–climate impact models under climate change

  2005cited by this paper
• Spatial residual analysis of six modeling techniques

  2005cited by this paper
• Climate change meets habitat fragmentation: linking landscape and biogeographical scale levels in research and conservation

  2004cited by this paper
• Factors controlling the spatial species richness pattern of four groups of terrestrial vertebrates in an area between two different biogeographic regions in northern Spain

  2004cited by this paper
• Understanding AIC and BIC in Model Selection

  2004cited by this paper
• New developments in museum-based informatics and applications in biodiversity analysis.

  2004cited by this paper
• Patterns and uncertainties of species' range shifts under climate change

  2004cited by this paper
• The effects of species’ range sizes on the accuracy of distribution models: ecological phenomenon or statistical artefact?

  2004influential reference
• Spatial prediction of coral reef habitats: integrating ecology with spatial modeling and remote sensing

  2004cited by this paper
• A spatio‐temporal framework for efficient inventories of natural resources: A case study with submersed macrophytes

  2004cited by this paper
• Habitat distribution models, spatial autocorrelation, functional traits and dispersal capacity of alpine plant species

  2004cited by this paper
• Effects of restricting environmental range of data to project current and future species distributions

  2004influential reference
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction

  2004influential reference
• Model selection in ecology and evolution.

  2004cited by this paper
• An evaluation of methods for modelling species distributions

  2004cited by this paper
• Bioclimate envelope models: what they detect and what they hide

  2004cited by this paper
• Predicting Species Occurrences: Issues of Accuracy and Scale

  2003cited by this paper
• A statistical model predicting the occurrence and dynamics of submerged macrophytes in shallow lakes in the Netherlands

  2003cited by this paper
• Predicting the Geography of Species’ Invasions via Ecological Niche Modeling

  2003cited by this paper
• FACTORS CONTROLLING SPATIAL VARIATION OF TREE SPECIES ABUNDANCE IN A FORESTED LANDSCAPE

  2003cited by this paper
• Model selection and multimodel inference : a practical information-theoretic approach

  2003cited by this paper
• Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis

  2003influential reference
• Predicting reptile distributions at the mesoscale: relation to climate and topography

  2003cited by this paper
• Information pyramids for informed biodiversity conservation

  2002cited by this paper
• Regression models for spatial prediction: their role for biodiversity and conservation

  2002influential reference
• Dynamics of extinction and the selection of nature reserves

  2002cited by this paper
• Predicting species spatial distributions using presence-only data: a case study of native New Zealand ferns

  2002influential reference
• Integrating the statistical analysis of spatial data in ecology

  2002cited by this paper
• A stratified approach for modeling the distribution of a threatened ant species in the Swiss National Park

  2002cited by this paper
• Regional vegetation mapping in Australia: a case study in the practical use of statistical modelling

  2002cited by this paper
• Effects of sample size on accuracy of species distribution models

  2002cited by this paper
• Modeling spatial distribution of amphibian populations: a GIS approach based on habitat matrix permeability

  2002cited by this paper
• Accounting for spatial pattern when modeling organism- environment interactions

  2002cited by this paper
• Generalized linear and generalized additive models in studies of species distributions: setting the scene

  2002influential reference
• Illustrations and guidelines for selecting statistical methods for quantifying spatial pattern in ecological data

  2002cited by this paper
• The consequences of spatial structure for the design and analysis of ecological field surveys

  2002cited by this paper
• Assessing New Zealand fern diversity from spatial predictions of species assemblages

  2002cited by this paper
• Extended statistical approaches to modelling spatial pattern in biodiversity in northeast New South Wales. II. Community-level modelling

  2002cited by this paper
• Spatial prediction of species distribution: an interface between ecological theory and statistical modelling

  2002cited by this paper
• Intra-generic competition among Nothofagus in New Zealand's primary indigenous forests

  2002cited by this paper
• GRASP: generalized regression analysis and spatial prediction

  2002influential reference
• RELEVANCE OF COMMUNITY STRUCTURE IN ASSESSING INDETERMINACY OF ECOLOGICAL PREDICTIONS

  2002cited by this paper
• Spatial autocorrelation and autoregressive models in ecology

  2002cited by this paper
• Comparing five modelling techniques for predicting forest characteristics

  2002cited by this paper
• Large-scale habitat selection by agricultural steppe birds in Spain: identifying species–habitat responses using generalized additive models

  2002cited by this paper
• Vector generalized additive models in plant ecology

  2002cited by this paper
• Final Report of the MLP climate and biophysical mapping project September , 2001

  2001cited by this paper
• Macrobenthic invertebrate richness and composition along a latitudinal gradient of European glacier‐fed streams

  2001cited by this paper
• Soil and atmospheric water deficits and the distribution of New Zealand's indigenous tree species

  2001cited by this paper
• Spatial and environmental determinants of vascular plant species richness distribution in the Iberian Peninsula and Balearic Islands

  2001cited by this paper
• Modelling the distribution of bats in relation to landscape structure in a temperate mountain environment

  2001cited by this paper
• Habitat Matrix Effects on Pond Occupancy in Newts

  2001cited by this paper
• COMPETITIVE INTERACTIONS BETWEEN TREE SPECIES IN NEW ZEALAND'S OLD‐GROWTH INDIGENOUS FORESTS

  2001cited by this paper
• Evaluating presence-absence models in ecology: the need to account for prevalence

  2001cited by this paper
• An evaluation of alternative algorithms for fitting species distribution models using logistic regression

  2000cited by this paper
• Terrain variables used for predictive mapping of vegetation communities in southern California

  2000cited by this paper
• Predictive habitat distribution models in ecology

  2000cited by this paper
• Ordinal response regression models in ecology.

  2000cited by this paper
• Predictive mapping of alpine grasslands in Switzerland: Species versus community approach

  1999cited by this paper
• An artificial neural network approach to spatial habitat modelling with interspecific interaction

  1999cited by this paper
• Alternative methods for predicting species distribution: an illustration with Himalayan river birds

  1999cited by this paper
• Comparing discriminant analysis, neural networks and logistic regression for predicting species distributions: a case study with a Himalayan river bird

  1999cited by this paper
• The potential contribution of vegetation ecology to biodiversity research

  1999cited by this paper
• GLM versus CCA spatial modeling of plant species distribution

  1999cited by this paper
• Co-existence between Iberian lynx and Egyptian mongooses: estimating interaction strength by structural equation modelling and testing by an observational study.

  1998cited by this paper
• Predicting the distribution of shrub species in southern California from climate and terrain‐derived variables

  1998cited by this paper
• Are New Zealand's Nothofagus species in equilibrium with their environment?

  1998influential reference
• Predicting the potential distribution of plant species in an alpine environment

  1998influential reference
• A review of methods for the assessment of prediction errors in conservation presence/absence models

  1997cited by this paper
• Regression Shrinkage and Selection via the Lasso

  1996cited by this paper
• Current approaches to modelling the environmental niche of eucalypts: implication for management of forest biodiversity

  1996cited by this paper
• An autologistic model for the spatial distribution of wildlife

  1996cited by this paper
• Predicting changes in the composition of New Zealand's indigenous forests in response to global warming: a modelling approach

  1996cited by this paper
• Predictive vegetation mapping: geographic modelling of biospatial patterns in relation to environmental gradients

  1995cited by this paper
• Modelling potential impacts of climate change on the spatial distribution of zonal forest communities in Switzerland

  1995cited by this paper
• Environmental control and spatial structure in ecological communities: an example using oribatid mites (Acari, Oribatei)

  1994cited by this paper
• Spatial Autocorrelation: Trouble or New Paradigm?

  1993cited by this paper
• A simulated map of the potential natural forest vegetation of Switzerland

  1993cited by this paper
• Modifying the t test for assessing the correlation between two spatial processes

  1993cited by this paper
• Generalized additive models in plant ecology

  1991cited by this paper
• GIS-based habitat modeling using logistic multiple regression : a study of the Mt. Graham red squirrel

  1991cited by this paper
• A new model for the continuum concept

  1989cited by this paper
• Measuring the accuracy of diagnostic systems.

  1988influential reference
• Pseudoreplication and the Design of Ecological Field Experiments

  1984cited by this paper
• Estimating the Dimension of a Model

  1978influential reference

• Two decades of species distribution modeling: A systematic review of methods and applications

  2026cites this paper
• Environmental Correlates of Facultative Paedomorphosis in Newts from a Greek Biodiversity Hotspot: Is Staying Young Enough to Stay Alive?

  2025cites this paper
• Individual Variation in Movement Behavior of Stream-Resident Mediterranean Brown Trout (Salmo trutta Complex)

  2025cites this paper
• Optimising occurrence data in species distribution models: sample size, positional uncertainty, and sampling bias matter

  2024cites this paper
• Rangeland species potential mapping using machine learning algorithms

  2023cites this paper
• Modeling potential natural vegetation: A new light on an old concept to guide nature conservation in fragmented and degraded landscapes

  2023cites this paper
• Disentangling drivers of soil organic carbon storage in deltaic rice paddies from the Ebro Delta

  2023cites this paper
• Modeling seasonal changes in the habitat suitability of Coilia nasus in the Yangtze River Estuary using tree-based methods

  2023cites this paper
• Importance of data selection and filtering in species distribution models: A case study on the Cantabrian brown bear

  2022influential citation
• An insight into machine learning models to predict the distribution of Leucanthemum vulgare Lam. in northwestern rangelands of Iran

  2022cites this paper
• Differential effects of topography on the timing of the growing season in mountainous grassland ecosystems

  2022cites this paper
• Earth Observation and Biodiversity Big Data for Forest Habitat Types Classification and Mapping

  2021cites this paper
• The main drivers of methane emissions differ in the growing and flooded fallow seasons in Mediterranean rice fields

  2021cites this paper
• Evaluating adaptation options to sea level rise and benefits to agriculture: The Ebro Delta showcase.

  2021cites this paper
• Influence of inundation characteristics on the distribution of dryland floodplain vegetation communities

  2021cites this paper
• Topographical effects on the timing of growing season in alpine grasslands

  2021cites this paper
• Spatial and Temporal Variability in the Occurrence and Abundance of European Hake Larvae, Merluccius merluccius, on the Galician Shelf (NE Atlantic)

  2021cites this paper
• Improved Inference and Prediction for Imbalanced Binary Big Data Using Case-Control Sampling: A Case Study on Deforestation in the Amazon Region

  2020cites this paper
• Flood susceptibility assessment using extreme gradient boosting (EGB), Iran

  2020cites this paper
• Phytosociological overview of the Fagus and Corylus forests in Albania

  2020cites this paper
• ADAPTIVE POTENTIAL TO CAMOUFLAGE MISMATCH: PLASTIC AND EVOLUTIONARY RESPONSES TO A CLIMATE CHANGE STRESSOR

  2019cites this paper
• A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels

  2019cites this paper
• Integrating intraspecific differentiation in species distribution models: Consequences on projections of current and future climatically suitable areas of species

  2019cites this paper
• SWATCH21: A project for linking eco-hydrologic processes and services to aquatic biodiversity at river and catchment levels

  2019cites this paper
• Basin-scale land use impacts on world deltas: Human vs natural forcings

  2019cites this paper
• Comparing Different Modeling Techniques for Predicting Presence-absence of Some Dominant Plant Species in Mountain Rangelands, Mazandaran Province

  2019cites this paper
• Testing unidimensional species distribution models to forecast and hindcast changes in marsh vegetation over 40 years

  2019cites this paper
• Topographic Controls on Vegetation Changes in Alpine Tundra of the Changbai Mountains

  2018cites this paper
• Neglecting the fallow season can significantly underestimate annual methane emissions in Mediterranean rice fields

  2018cites this paper
• Geo‐climatic factors drive diatom community distribution in tropical South American freshwaters

  2018cites this paper
• Defining and applying the concept of Favourable Reference Values for species and habitats under the EU Birds and Habitats Directives

  2018cites this paper
• Winter color polymorphisms identify global hot spots for evolutionary rescue from climate change

  2018cites this paper
• Correction: Neglecting the fallow season can significantly underestimate annual methane emissions in Mediterranean rice fields

  2018cites this paper
• Uncertainty, errors and virtual ecology: using artificial data to improve species distribution models

  2018cites this paper
• A study on the effects of unbalanced data when fitting logistic regression models in ecology

  2018cites this paper
• How to best threshold and validate stacked species assemblages? Community optimisation might hold the answer

  2018cites this paper
• Soil nitrogen explanatory factors across a range of forest ecosystems and climatic conditions in Italy

  2018cites this paper
• Litterfall in relation to stand parameters and climatic factors in Pinus brutia forests in Turkey

  2018cites this paper
• Constructing a hybrid species distribution model from standard large-scale distribution data

  2018cites this paper
• Multivariate approaches in species distribution modelling: Application to native fish species in Mediterranean Rivers

  2017cites this paper
• Spatial modelling provides a novel tool for estimating the landscape level distribution of greenhouse gas balances

  2017cites this paper
• Habitat Suitability and Distribution Models: With Applications in R

  2017cites this paper
• Livestock grazing supports native plants and songbirds in a California annual grassland

  2017cites this paper
• A comparative assessment of GIS-based data mining models and a novel ensemble model in groundwater well potential mapping

  2017cites this paper
• Shifts in invasion potential of alien ornamental plants under climate change

  2017cites this paper
• Naturalization of ornamental plant species in public green spaces and private gardens

  2017influential citation
• Microhabitat competition between Iberian fish species and the endangered Júcar nase (Parachondrostoma arrigonis; Steindachner, 1866)

  2017cites this paper
• Classification and mapping of the woody vegetation of Gonarezhou National Park, Zimbabwe

  2016cites this paper
• Using individual tracking data to validate the predictions of species distribution models

  2016cites this paper
• Generalized additive and fuzzy models in environmental flow assessment: A comparison employing the West Balkan trout ( Salmo farioides ; Karaman, 1938)

  2016cites this paper
• Predicting spawning locations and modelling the spatial extent of post hatch areas for fishes in a shallow coastal habitat in South Africa

  2016cites this paper
• Fine-scale Environmental Variation in Mountain Landscapes: Quantitative approaches, influences on tree recruitment, and implications for scientific visualization

  2016cites this paper
• Sea level rise impacts on rice production: The Ebro Delta as an example.

  2016cites this paper
• Investigation of general indicators influencing on forest fire and its susceptibility modeling using different data mining techniques

  2016cites this paper
• Transferability of a predictive Robinia pseudacacia distribution model in northeast Slovenia

  2016cites this paper
• eneralized additive and fuzzy models in environmental flow ssessment : A comparison employing the West Balkan trout ( Salmo arioides ; Karaman , 1938 )

  2016cites this paper
• Spatial autocorrelation potentially indicates the degree of changes in the predictive power of environmental factors for plant diversity

  2016cites this paper
• CERTIFICATE OF GEOMATICS SPECIES DISTRIBUTION MODELLING OF THE CAPURODENDRON AUBRÉV. (SAPOTACEAE) GENUS IN MADAGASCAR MEMOIR

  2015cites this paper
• Habitat characteristics of bluntnose flyingfish Prognichthys occidentalis (Actinopterygii, Exocoetidae), across mesoscale features in the Gulf of Mexico

  2015cites this paper
• Random forests to evaluate biotic interactions in fish distribution models

  2015cites this paper
• Will charophyte species increase or decrease their distribution in a changing climate

  2015cites this paper
• Squares of different sizes: effect of geographical projection on model parameter estimates in species distribution modeling

  2015cites this paper
• Predicting fish species richness in estuaries: Which modelling technique to use?

  2015cites this paper
• Modeling the spatial distribution of subarctic forest in northern Manitoba using GIS-based terrain and climate data

  2015cites this paper
• Adaptive invasive species distribution models: a framework for modeling incipient invasions

  2015cites this paper
• Ecological niche models in phylogeographic studies: applications, advances and precautions

  2014cites this paper
• What do we gain from simplicity versus complexity in species distribution models

  2014cites this paper
• A comparison between two GAM models in quantifying relationships of environmental variables with fish richness and diversity indices

  2014cites this paper
• Testing the Potential for Predictive Modeling and Mapping and Extending Its Use as a Tool for Evaluating Management Scenarios and Economic Valuation in the Baltic Sea (PREHAB)

  2014influential citation
• Quantification and Prediction of Biomass Yield of Temperate Low-Input High-Diversity Ecosystems

  2014cites this paper
• Quantifying and understanding carbon storage and sequestration within the Eastern Arc Mountains of Tanzania, a tropical biodiversity hotspot

  2014cites this paper
• Classifying and Mapping Potential Distribution of Forest Types Using a Finite Mixture Model

  2014cites this paper
• Quantitative mapping of fish habitat: A useful tool to design spatialised management measures and marine protected area with fishery objectives

  2014cites this paper
• Testing the predictive performance of distribution models

  2013cites this paper
• Using unclassified continuous remote sensing data to improve distribution models of red-listed plant species

  2013influential citation
• Integrating hydraulic, physicochemical and ecological models to assess the effectiveness of water quality management strategies for the river Cuenca in Ecuador

  2013cites this paper
• Reproduction areas of sea-spawning coregonids reflect the environment in shallow coastal waters

  2013cites this paper
• A strict maximum likelihood explanation of MaxEnt, and some implications for distribution modelling

  2013cites this paper
• Evaluating eutrophication management scenarios in the Baltic Sea using species distribution modelling

  2013cites this paper
• Data-driven habitat analysis of the Ponto-Caspian amphipod Dikerogammarus villosus in two invaded regions in Europe

  2013cites this paper
• Use of topographic predictors for macrobenthic community mapping in the Marine Reserve of La Palma (Canary Islands, Spain)

  2013cites this paper
• Evaluation of species distribution models by resampling of sites surveyed a century ago by Joseph Grinnell

  2013cites this paper
• A REVIEW OF OCEAN ZONING TOOLS AND SPECIES DISTRIBUTION MODELLING METHODS FOR MARINE SPATIAL PLANNING

  2013cites this paper
• Geomorphological disturbance is necessary for predicting fine‐scale species distributions

  2013cites this paper
• Data‐Driven Fuzzy Habitat Models: Impact of Performance Criteria and Opportunities for Ecohydraulics

  2013cites this paper
• Predicting spatial patterns of plant biodiversity : from species to communities

  2013cites this paper
• Carbon Balance in Forest Ecosystems and Biotic Regulation of Carbon Cycle under Global Warming: Landscape-ecological Predictive Modeling

  2012cites this paper
• Assessment of weed establishment risk in a changing European climate

  2012cites this paper
• Assessment of brown trout habitat suitability in the Jucar River Basin (SPAIN): comparison of data-driven approaches with fuzzy-logic models and univariate suitability curves.

  2012cites this paper
• A Primer on Quantitative Approaches for Setting Recovery Targets and Identifying Critical Habitat of Species at Risk

  2012cites this paper
• An ecophysiographic approach for Araucaria araucana regeneration management

  2012cites this paper
• Spatial modelling, phytogeography and conservation in the Eastern Arc Mountains of Tanzania and Kenya

  2012cites this paper
• Spatialisation du bilan hydrique des sols pour caractériser la distribution et la croissance des espèces forestières dans un contexte de changement climatique

  2012cites this paper
• Modélisation du fonctionnement hydrologique du sol et de la biodiversité des communautés végétales. Application à l'analyse de la performance écologique d'un aménagement paysager autoroutier.

  2012influential citation
• Accounting for multi‐scale spatial autocorrelation improves performance of invasive species distribution modelling (iSDM)

  2012cites this paper
• Long-term changes in land cover and carbon storage in Tanzania, East Africa

  2012cites this paper
• Can we explain regional abundance and road‐kill patterns with variables derived from local‐scale road‐kill models? Evaluating transferability with the European polecat

  2012cites this paper
• Distribution and Habitat Associations of Billfish and Swordfish Larvae across Mesoscale Features in the Gulf of Mexico

  2012cites this paper
• Impacts and costs of Wind Storms on infrastructures: case study of the canton of Vaud (Switzerland)

  2012cites this paper
• Regime shift from phytoplankton to macrophyte dominance in a large river: Top-down versus bottom-up effects.

  2012cites this paper