Evaluation metrics and validation of presence-only species distribution models based on distributional maps with varying coverage

K Konowalik, A Nosol - Scientific Reports, 2021 - nature.com
… of all variables were adjusted to match bioclimatic data (30 arc … areas outside the range of
the species were predicted (see … from a map of distributional range (range map, 7: Expert score …

Integrating citizen science data with expert surveys increases accuracy and spatial extent of species distribution models

OJ Robinson, V Ruiz‐Gutierrez… - … and Distributions, 2020 - Wiley Online Library
… from the point counts to match those of the eBird data set. … our goal is to make accurate
predictions across the entire Central … We produced distribution maps for each species and data set…

Species distribution modeling for machine learning practitioners: A review

S Beery, E Cole, J Parker, P Perona… - Proceedings of the 4th …, 2021 - dl.acm.org
… In this section we give a high-level overview of three important sources of maps: raw species
observation data, predictionsMatching expert range maps with species distribution model

Species distribution models rarely predict the biology of real populations

J A. Lee‐Yaw, J L. McCune, S Pironon, S N. Sheth - Ecography, 2022 - Wiley Online Library
… SDM predictions match independent estimates of the rangepredicted 81.8% of pixels in
a reference distribution map for … predictions and expert range maps of 330 butterfly species. …

Mapping the potential of mangrove forest restoration based on species distribution models: A case study in China

W Hu, Y Wang, D Zhang, W Yu, G Chen, T Xie… - Science of The Total …, 2020 - Elsevier
… , and computer modeling have been widely used to predict … A questionnaire was designed,
and 10 experts were invited … over-fitting model may match the actual distribution better. Overall…

Assessing the reliability of species distribution projections in climate change research

L Santini, A Benítez‐López, L Maiorano… - … and Distributions, 2021 - Wiley Online Library
… We matched the predicted probabilities with the true … generalist species are harder to
predict than specialist species (… distribution of the species (eg, by using IUCN range maps, or …

A quantitative review of abundance‐based species distribution models

C Waldock, RD Stuart‐Smith, C Albouy… - …, 2022 - Wiley Online Library
… Our synthesis provides a road map for modelling abundance … statistical approaches to
predict species abundance and identify … We matched site locations to gridded environmental …

Ecological niche models and species distribution models in marine environments: A literature review and spatial analysis of evidence

SM Melo-Merino, H Reyes-Bonilla, A Lira-Noriega - Ecological Modelling, 2020 - Elsevier
… Among similarity-based and expert-rule models, most frequent was the ecological … model
predicting the actual distribution of species is equally successful in predicting its distribution on …

Trends and gaps in the use of citizen science derived data as input for species distribution models: A quantitative review

MJ Feldman, L Imbeau, P Marchand, MJ Mazerolle… - PloS one, 2021 - journals.plos.org
… sources to improve global predictions of species distributions. … only when they were used
for mapping species distribution. … This search engine seeks matches within the title, abstract, …

Reliability in distribution modeling—a synthesis and step-by-step guidelines for improved practice

A Bryn, T Bekkby, E Rinde, H Gundersen… - Frontiers in Ecology …, 2021 - frontiersin.org
… of modeling results in the form of maps of an object’s predicted … is increased or decreased
locally to match the density of … species distribution modelling of freshwater invasive species for …