Statistically reinforced machine learning for nonlinear patterns and variable interactions

Root traits are more than analogues of leaf traits: the case for diaspore mass

(2017) Joana Bergmann et al.   NEW PHYTOLOGIST

Higher-order interactions capture unexplained complexity in diverse communities

(2017) Margaret M. Mayfield et al.   Nature Ecology & Evolution

Context dependency in biodiversity patterns of central German stream metacommunities

(2016) Jonathan D. Tonkin et al.   FRESHWATER BIOLOGY

Temperature priming and memory in soil filamentous fungi

(2016) Diana R. Andrade-Linares et al.   Fungal Ecology

Improving the forecast for biodiversity under climate change

(2016) M. C. Urban et al.   SCIENCE

Heterarchies: Reconciling Networks and Hierarchies

(2016) Graeme S. Cumming   TRENDS IN ECOLOGY & EVOLUTION

Bimodality of Latitudinal Gradients in Marine Species Richness

(2016) Chhaya Chaudhary et al.   TRENDS IN ECOLOGY & EVOLUTION

What Do You Mean, ‘Tipping Point’?

(2016) Egbert H. van Nes et al.   TRENDS IN ECOLOGY & EVOLUTION

Microbial diversity drives multifunctionality in terrestrial ecosystems

(2016) Manuel Delgado-Baquerizo et al.   Nature Communications

Approaches to advance scientific understanding of macrosystems ecology

(2014) Ofir Levy et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Macrosystems ecology: understanding ecological patterns and processes at continental scales

(2014) James B Heffernan et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Cross-scale interactions: quantifying multi-scaled cause–effect relationships in macrosystems

(2014) Patricia A Soranno et al.   FRONTIERS IN ECOLOGY AND THE ENVIRONMENT

Root traits and microbial community interactions in relation to phosphorus availability and acquisition, with particular reference to Brassica

(2014) Paul J. Hunter et al.   Frontiers in Plant Science

SNP interaction detection with Random Forests in high-dimensional genetic data

(2012) Stacey J Winham et al.   BMC BIOINFORMATICS

A few useful things to know about machine learning

(2012) Pedro Domingos   COMMUNICATIONS OF THE ACM

A new variable selection approach using Random Forests

(2012) A. Hapfelmeier et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

A review of supervised machine learning algorithms and their applications to ecological data

(2012) C. Crisci et al.   ECOLOGICAL MODELLING

Estimating safe concentrations of trace metals from inter-continental field data on river macroinvertebrates

(2012) Yuichi Iwasaki et al.   ENVIRONMENTAL POLLUTION

A Global Pattern of Thermal Adaptation in Marine Phytoplankton

(2012) M. K. Thomas et al.   SCIENCE

A new variable importance measure for random forests with missing data

(2012) Alexander Hapfelmeier et al.   STATISTICS AND COMPUTING

Patterns of plant trait–environment relationships along a forest succession chronosequence

(2011) Giandiego Campetella et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Relationships among net primary productivity, nutrients and climate in tropical rain forest: a pan-tropical analysis

(2011) Cory C. Cleveland et al.   ECOLOGY LETTERS

A macroecological perspective of diversity patterns in the freshwater realm

(2011) JANI HEINO   FRESHWATER BIOLOGY

Partitioning variation in ecological communities: do the numbers add up?

(2010) Benjamin Gilbert et al.   JOURNAL OF APPLIED ECOLOGY

Thresholds, breakpoints, and nonlinearity in freshwaters as related to management

(2010) Walter K. Dodds et al.   JOURNAL OF THE NORTH AMERICAN BENTHOLOGICAL SOCIETY

Performance comparison of machine learning algorithms and number of independent components used in fMRI decoding of belief vs. disbelief

(2010) P.K. Douglas et al.   NEUROIMAGE

Species Distribution Models: Ecological Explanation and Prediction Across Space and Time

(2009) Jane Elith et al.   Annual Review of Ecology Evolution and Systematics

Data-intensive Science: A New Paradigm for Biodiversity Studies

(2009) Steve Kelling et al.   BIOSCIENCE

The architecture of mutualistic networks minimizes competition and increases biodiversity

(2009) Ugo Bastolla et al.   NATURE

Conditional Variable Importance for Random Forests

(2008) Carolin Strobl et al.   BMC BIOINFORMATICS

Model-Based Recursive Partitioning

(2008) Achim Zeileis et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Machine Learning Methods Without Tears: A Primer for Ecologists

(2008) Julian D. Olden et al.   QUARTERLY REVIEW OF BIOLOGY