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Species Distribution Models

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Species Distribution Models (SDMs) are quantitative tools used to predict the geographic distribution of species based on environmental variables and occurrence data. They integrate ecological and biogeographical principles to assess how species respond to environmental changes, aiding in conservation planning and biodiversity assessments.
lightbulbAbout this topic
Species Distribution Models (SDMs) are quantitative tools used to predict the geographic distribution of species based on environmental variables and occurrence data. They integrate ecological and biogeographical principles to assess how species respond to environmental changes, aiding in conservation planning and biodiversity assessments.

Key research themes

1. How does species data type and sampling design impact the suitability and interpretation of species distribution model outputs?

This research theme investigates the critical linkages between the types of occurrence data used in species distribution models (SDMs) (presence-only, presence-absence, occupancy-detection) and how sampling processes (imperfect detection, spatial bias) affect the meaning and applicability of SDM outputs. Understanding this relationship is crucial to ensure SDMs are fit for intended scientific or conservation purposes, avoiding misinterpretation and improving management and inference outcomes.

Key finding: Distinguished three data types for SDMs (presence-background, presence-absence, occupancy-detection) and explicitly linked data and sampling processes to what SDMs estimate (relative suitability, occurrence probability, or... Read more
Key finding: Using extensive Amazonian tree species data, showed weak but positive correlations between species occurrences from natural history collections (NHCs, presence-only data) and spatially interpolated abundance data, indicating... Read more
Key finding: Confirmed the findings of the preceding study with a focus on spatial biases in natural history collections and their effects on presence-only MaxEnt SDMs. Highlighted how collector bias, spatial sampling bias, and... Read more
Key finding: Reviewed spatial biases in species occurrence and environmental data and advocated strategies to explicitly explore, test, and accommodate these biases within species distribution models. Described three main strategies for... Read more
Key finding: Through simulations of virtual species and multiple SDM algorithms, found that model accuracy depends on both the number of presence records and the number and weighting of pseudo-absence or background points. Demonstrated... Read more

2. How does spatial and environmental scale, including grain size and environmental heterogeneity, influence species distribution model accuracy and outputs?

This theme explores how the spatial resolution (grain size) of environmental predictors, species niche breadth (specialist vs. generalist), and landscape heterogeneity affect SDM predictive performance and the estimation of species presence or abundance patterns. Clarifying these scale-dependent effects is essential for optimizing SDM construction, selecting appropriate predictor data resolutions, and interpreting model outputs for conservation planning and ecological inference.

Key finding: Using simulated virtual species and real landscapes varying in environmental heterogeneity, demonstrated that SDM accuracy is maximized at the scale (grain size) matching species’ ecological responses. Increasing grain size... Read more
Key finding: Evaluated calibration and validation strategies for broad-scale SDMs with presence-only data subject to spatial aggregation. Found that random cross-validation overestimates model accuracy under spatial autocorrelation and... Read more

3. What role do biotic interactions and species functional traits play in enhancing species distribution model predictions and ecological relevance?

This research area focuses on incorporating interspecific interactions (competition, resource use) and functional/biological traits (growth rate, habitat specialization) into SDMs, moving beyond abiotic-only predictors. Including biotic factors can improve prediction accuracy, reduce commission errors, and better reflect realized niches, thereby enhancing the usefulness of SDMs for conservation and ecological understanding.

Key finding: Demonstrated through modeling the Brazilian squirrel and its main food resource distribution that SDMs including key biotic predictors (food resource occurrence) improve predictive performance and reduce spatial prediction... Read more
Key finding: Using integrated nested Laplace approximation (INLA) to fit hierarchical spatial models for European lagomorphs, found that models including both abiotic and biotic factors markedly outperformed abiotic-only models in... Read more
Key finding: Showed a significant positive correlation between predicted habitat suitability from Maxent models and grass carp individual growth rates across global populations. This reveals that climate-based SDM outputs can reflect... Read more

All papers in Species Distribution Models

We present the first photographic record of a mainland clouded leopard Neofelis nebulosa predating on a Bengal slow loris Nycticebus bengalensis in Dehing Patkai National Park, Assam, India. This finding, made through camera trapping,... more
Predicting distribution has become a fundamental component in conservation or wildlife management. Modelling is increasingly used to identify important areas (e.g. those areas more suitable for a species or more likely to hold high... more
Predicting distribution has become a fundamental component in conservation or wildlife management. Modelling is increasingly used to identify important areas (e.g. those areas more suitable for a species or more likely to hold high... more
As developing countries give priority to economic growth, the effects of development threaten natural habitats and species distributions. Over the course of two decades, Vietnam has rapidly developed, especially in the expansion of... more
The spotted lanternfly (SLF), Lycorma delicatula (White, 1845) (Hemiptera: Fulgoridae), is expected to cause major disruptions to fruit, ornamental, and forest industries in the United States and other countries. We present a model that... more
The study was carried out to investigate the diversity and distribution of ants in agriculture, grassland, forest and human habitats located around Gautala Autramghat Sanctuary Dist. Aurangabad during February 2010 to January 2012. The... more
Morphology is very important approach to biologists for unique recognition of insect species as compared to close relative. The present study deals with the morphology and taxonomy of ant species Leptogenys processionalis from of... more
Food habits of the polecat (Mustela putorius) were studied by the analysis of 50 scats collected in riverine habitats of northern Italy from 1985 to 1988. Data were expressed as percent frequency of occurrcncc (F%) and relative pcrcentage... more
Honeybees (Apis mellifera) are principal insect pollinators, whose worldwide distribution and abundance is known to largely depend on climatic conditions. However, the presence records dataset on potential distribution of honeybees in... more
Species Distribution Models are widely used to predict single and multiple species distribution based on different environmental parameters concerned. Such a framework often ignores distribution overlapping of associated species of the... more
Ecological barriers are important determinants of the evolution and distributions marine organisms, and a challenge for evolutionary ecologists seeking to understand population structure in the sea. Dasyatis marianae is an endemic... more
Aim: Species distribution models (SDMs) are an important tool for conservation efforts, and when constructed using highquality predictor and response data could be useful for identifying portions of a species' range that could serve as... more
La especie Pleurozia paradoxa es una hepática de hábitat generalmente paramuno que se encuentra en estado vulnerable según el libro rojo de briófitas de Colombia debido a su poca presencia y su minúscula área de ocupación en el país.... more
by CCBY 4
The Bale Mountains of Ethiopia contain the largest contiguous area of alpine habitat in Africa. The region provides critical water resources and other essential environmental services to highland communities, endemic wildlife, and... more
Understanding changes in species distributions is essential to disentangle the mechanisms that drive their responses to anthropogenic habitat modification. Here we analyse the past (1970s) and current (2017) distribution of 204 species of... more
Central to the development of an inventory of marine life and improved conceptual understanding of the mechanisms that dynamically shape species distribution patterns is the implementation of strategies aimed at enhancing assimilation and... more
Changes in species diversity following volcanic eruptions have been studied extensively, but our knowledge on functional diversity and community assembly under such conditions is very limited. Here, we study the processes following the... more
Photo‐identification and conventional tagging were used to estimate population size and structure of the whale shark Rhincodon typus near Holbox Island, Mexico. From 2005 to 2008, photographs of spot patterns behind the last gill slit and... more
The present work is part of a process to create a Catalogue of the Freshwater Fishes of Colombia and consisted in the depuration and updating of the taxonomic and geographic components of the checklist of the freshwater fishes of... more
1. The Amazon floodplains represent important surfaces of highly valuable ecosystems, yet they remain neglected from protected areas. Although the efficiency of the protected area network of the Amazon basin may be jeopardized by climate... more
Background Despite the ecological and agricultural significance of bumble bees in Alaska, very little is known and published about this important group at the regional level. The objectives of this study were to provide baseline data on... more
One of the core challenges of functional diversity is the identification of traits that can accurately be linked to ecological processes. Trait-based metrics have been used to detect and quantify the effects of deterministic processes,... more
Knowledge of the spatial distribution and habitat associations of species in relation to the environment is essential for their management and conservation. Habitat suitability models are useful in quantifying species-environment... more
Many research and monitoring networks in recent decades have provided publicly available data documenting environmental and ecological change, but little is known about the status of efforts to synthesize this information across networks.... more
Protected areas (PAs) in southern Africa provide refuge to important megafauna such as the savannah elephant (Loxodonta africana). Sections of these protected areas are often transfrontier conservation complexes, whose objective is to... more
The reproductive behaviour of Mygalomorph spiders in the wild is scarce, due to their nocturnal and cryptic habits. The current study describes and interprets the courtship behaviour exhibited by Smith‘s tiger spider Poecilotheria smithi... more
La mode actuelle des grands herbivores indigènes "primitifs" va de pair avec le discours social sur la nature, la généralisation des procédures d'inventaire des espèces, et l'affirmation d'un point de vue patrimonial qui défend la... more
The project investigates where in Austria wolves (Canis lupus) could find suitable habitats, particularly within protected areas, using modern species distribution modeling (SDM) methods. The aim is to assess the potential of conservation... more
The version presented here may differ from the published version. If citing, you are advised to consult the published version for pagination, volume/issue and date of publication
AimSpecies–area relationships (SARs) are fundamental scaling laws in ecology although their shape is still disputed. At larger areas, power laws best represent SARs. Yet, it remains unclear whether SARs follow other shapes at finer... more
Volatility Forecasting is an interesting challenging topic in current financial instruments as it is directly associated with profits. There are many risks and rewards directly associated with volatility. Hence forecasting volatility... more
SummaryAustropuccinia psidii is a biotrophic rust fungus that affects species from the Myrtaceae family. In Mexico, Myrtaceae is widely distributed in temperate, tropical and semi‐arid ecosystems, and includes 20 genera and 192 endemic... more
Myrtle rust (Austropuccinia psidii) is an invasive rust fungus that attacks species of the Myrtaceae family, one of the most dominant plant families in Australia. The potential extent of myrtle rust affected areas and the high number of... more
Marine benthic ecosystems are difficult to monitor and assess, which is in contrast to modern ecosystem-based management requiring detailed information at all important ecological and anthropogenic impact levels. Ecosystem management... more
New species from Louisiana, described in The Moths of North America, fasc. 8.1
Species distribution models (SDMs) are increasingly proposed to support conservation decision making. However, evidence of SDMs supporting solutions for on-ground conservation problems is still scarce in the scientific literature. Here,... more
Seguramente, quien más aportó al conocimiento de los ma-míferos en Colombia fue Philip Hershkovitz, quien tuvo dos largas estadías colectando en este país, primero en la re-gión de Santa Marta y la costa del Caribe (Smithsonian... more
Con el presente trabajo se pretende presentar un primer listado de los rnamiferos colombianos y su distribucion zoogeografica. Para la siguiente lista se han tenido en cuenta las especies que se han citado en !a literatura dentro del... more
Phanaes (Phanaeus) quadridens (Say, 1835) is recorded for the first time from Tlaxcala, México, based on five specimens recently collected in that state.
The common lionfish Pterois miles has rapidly spread across the eastern Mediterranean Sea. We compiled occurrence data from both native and invaded range under the framework of Species Distribution Modelling (SDM). Through a construction... more
Las colecciones entomológicas constituyen un archivo histórico natural de un país o región, donde la preservación de los especímenes y su información asociada, son la base para estudios taxonómicos, ecológicos, filogenéticos y... more
Climate change vulnerability assessments for species of conservation concern often use species distribution and ecological niche modeling to project changes in habitat. One of many assumptions of these approaches is that food web... more
Los estudios de maestría que culminaron en esta tesis fueron realizados gracias a las becas otorgadas por el ITESM y el CONACYT, el proyecto "Programa de Acción ante el Cambio Climático para Nuevo León" fue financiado por la Embajada... more
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