Modelling species presence‐only data with random forests

R Valavi, J Elith, JJ Lahoz‐Monfort… - Ecography, 2021 - Wiley Online Library
The random forest (RF) algorithm is an ensemble of classification or regression trees and is
widely used, including for species distribution modelling (SDM). Many researchers use …

Reducing global land-use pressures with seaweed farming

S Spillias, H Valin, M Batka, F Sperling, P Havlík… - Nature …, 2023 - nature.com
Agricultural expansion to meet humanity's growing needs for food and materials is a leading
driver of land-use change, exacerbating climate change and biodiversity loss. Seaweed …

Data-driven models for predicting community changes in freshwater ecosystems: A review

DY Lee, DS Lee, YK Cha, JH Min, YS Park - Ecological Informatics, 2023 - Elsevier
Freshwater ecosystems are sensitive to disturbances related to human activities, such as
climate and land-use changes. To predict and understand the potential impacts of these …

MaxEnt brings comparable results when the input data are being completed; Model parameterization of four species distribution models

M Ahmadi, MR Hemami, M Kaboli… - Ecology and …, 2023 - Wiley Online Library
Species distribution models (SDMs) are practical tools to assess the habitat suitability of
species with numerous applications in environmental management and conservation …

[HTML][HTML] Gridded livestock density database and spatial trends for Kazakhstan

V Kolluru, R John, S Saraf, J Chen, B Hankerson… - Scientific Data, 2023 - nature.com
Livestock rearing is a major source of livelihood for food and income in dryland Asia.
Increasing livestock density (LSKD) affects ecosystem structure and function, amplifies the …

Flexible species distribution modelling methods perform well on spatially separated testing data

R Valavi, J Elith, JJ Lahoz‐Monfort… - Global Ecology and …, 2023 - Wiley Online Library
Aim To assess whether flexible species distribution models that perform well at nearby
testing locations still perform strongly when evaluated on spatially separated testing data …

Top ten hazards to avoid when modeling species distributions: a didactic guide of assumptions, problems, and recommendations

M Soley‐Guardia, DF Alvarado‐Serrano… - Ecography, 2024 - Wiley Online Library
Species distribution models, also known as ecological niche models or habitat suitability
models, have become commonplace for addressing fundamental and applied biodiversity …

[HTML][HTML] Species distribution modelling of Monotheca buxifolia (Falc.) A. DC.: Present distribution and impacts of potential climate change

F Ali, N Khan, AM Khan, K Ali, F Abbas - Heliyon, 2023 - cell.com
Species distribution modelling (SDM) is an important tool to examine the possible change in
the population range and/or niche-shift under current environment and predicted climate …

Ecological forecasts of insect range dynamics: a broad range of taxa include winners and losers under future climate

N Neupane, EA Larsen, L Ries - Current Opinion in Insect Science, 2024 - Elsevier
Highlights•Insect ecological projections have grown, increasingly incorporating best
practices.•Correlative studies continue to dominate, complicating interpretability•Projections …

[HTML][HTML] Integrating citizen science and spatial ecology to inform management and conservation of the Italian seahorses

L Bosso, R Panzuto, R Balestrieri, S Smeraldo… - Ecological …, 2024 - Elsevier
Citizen science and spatial ecology analyses can inform species distributions, habitat
preferences, and threats in elusive and endangered species such as seahorses. Through a …