A practical guide to selecting models for exploration, inference, and prediction in ecology

AT Tredennick, G Hooker, SP Ellner, PB Adler - Ecology, 2021 - Wiley Online Library
Selecting among competing statistical models is a core challenge in science. However, the
many possible approaches and techniques for model selection, and the conflicting …

Outstanding challenges in the transferability of ecological models

KL Yates, PJ Bouchet, MJ Caley, K Mengersen… - Trends in ecology & …, 2018 - cell.com
Predictive models are central to many scientific disciplines and vital for informing
management in a rapidly changing world. However, limited understanding of the accuracy …

Machine-learning phase prediction of high-entropy alloys

W Huang, P Martin, HL Zhuang - Acta Materialia, 2019 - Elsevier
High-entropy alloys (HEAs) have been receiving intensive attention due to their unusual
properties that largely depend on the selection among three phases: solid solution (SS) …

A comprehensive evaluation of predictive performance of 33 species distribution models at species and community levels

A Norberg, N Abrego, FG Blanchet… - Ecological …, 2019 - Wiley Online Library
A large array of species distribution model (SDM) approaches has been developed for
explaining and predicting the occurrences of individual species or species assemblages …

Iterative near-term ecological forecasting: Needs, opportunities, and challenges

MC Dietze, A Fox, LM Beck-Johnson… - Proceedings of the …, 2018 - National Acad Sciences
Two foundational questions about sustainability are “How are ecosystems and the services
they provide going to change in the future?” and “How do human decisions affect these …

Conceptual and methodological advances in habitat‐selection modeling: guidelines for ecology and evolution

JM Northrup, E Vander Wal, M Bonar… - Ecological …, 2022 - Wiley Online Library
Habitat selection is a fundamental animal behavior that shapes a wide range of ecological
processes, including animal movement, nutrient transfer, trophic dynamics and population …

Responses of ant communities to disturbance: Five principles for understanding the disturbance dynamics of a globally dominant faunal group

AN Andersen - Journal of Animal Ecology, 2019 - Wiley Online Library
Ecological disturbance is fundamental to the dynamics of biological communities, yet a
conceptual framework for understanding the responses of faunal communities to …

The challenge of novel abiotic conditions for species undergoing climate‐induced range shifts

AR Spence, MW Tingley - Ecography, 2020 - Wiley Online Library
Coincident with recent global warming, species have shifted their geographic distributions to
cooler environments, generally by moving along thermal axes to higher latitudes, higher …

Why are species' traits weak predictors of range shifts?

SR Beissinger, EA Riddell - Annual Review of Ecology …, 2021 - annualreviews.org
We examine the evidence linking species' traits to contemporary range shifts and find they
are poor predictors of range shifts that have occurred over decades to a century. We then …

The power of forecasts to advance ecological theory

ASL Lewis, CR Rollinson, AJ Allyn… - Methods in Ecology …, 2023 - Wiley Online Library
Ecological forecasting provides a powerful set of methods for predicting short‐and long‐term
change in living systems. Forecasts are now widely produced, enabling proactive …