Hyperparameters and tuning strategies for random forest
The random forest (RF) algorithm has several hyperparameters that have to be set by the
user, for example, the number of observations drawn randomly for each tree and whether …
user, for example, the number of observations drawn randomly for each tree and whether …
Machine learning applications in microbial ecology, human microbiome studies, and environmental monitoring
RB Ghannam, SM Techtmann - Computational and Structural …, 2021 - Elsevier
Advances in nucleic acid sequencing technology have enabled expansion of our ability to
profile microbial diversity. These large datasets of taxonomic and functional diversity are key …
profile microbial diversity. These large datasets of taxonomic and functional diversity are key …
Global prevalence of non-perennial rivers and streams
Flowing waters have a unique role in supporting global biodiversity, biogeochemical cycles
and human societies,,,–. Although the importance of permanent watercourses is well …
and human societies,,,–. Although the importance of permanent watercourses is well …
[LIVRE][B] Hands-on machine learning with R
B Boehmke, BM Greenwell - 2019 - taylorfrancis.com
Hands-on Machine Learning with R provides a practical and applied approach to learning
and develo** intuition into today's most popular machine learning methods. This book …
and develo** intuition into today's most popular machine learning methods. This book …
The global distribution and environmental drivers of aboveground versus belowground plant biomass
A poor understanding of the fraction of global plant biomass occurring belowground as roots
limits our understanding of present and future ecosystem function and carbon pools. Here …
limits our understanding of present and future ecosystem function and carbon pools. Here …
Residues of currently used pesticides in soils and earthworms: a silent threat?
C Pelosi, C Bertrand, G Daniele… - Agriculture, Ecosystems …, 2021 - Elsevier
Critical knowledge gaps about environmental fate and unintentional effects of currently used
pesticides (CUPs) hamper the understanding and mitigation of their global impacts on …
pesticides (CUPs) hamper the understanding and mitigation of their global impacts on …
ERK1/2 phosphorylation predicts survival following anti-PD-1 immunotherapy in recurrent glioblastoma
Only a subset of recurrent glioblastoma (rGBM) responds to anti-PD-1 immunotherapy.
Previously, we reported enrichment of BRAF/PTPN11 mutations in 30% of rGBM that …
Previously, we reported enrichment of BRAF/PTPN11 mutations in 30% of rGBM that …
Invariant causal prediction for nonlinear models
An important problem in many domains is to predict how a system will respond to
interventions. This task is inherently linked to estimating the system's underlying causal …
interventions. This task is inherently linked to estimating the system's underlying causal …
[HTML][HTML] Strategies for addressing collinearity in multivariate linguistic data
When multiple correlated predictors are considered jointly in regression modeling, estimated
coefficients may assume counterintuitive and theoretically uninterpretable values. We survey …
coefficients may assume counterintuitive and theoretically uninterpretable values. We survey …
[LIVRE][B] A handbook of statistical analyses using R
T Hothorn, BS Everitt - 2009 - taylorfrancis.com
A Proven Guide for Easily Using R to Effectively Analyze DataLike its bestselling
predecessor, A Handbook of Statistical Analyses Using R, Second Edition provides a guide …
predecessor, A Handbook of Statistical Analyses Using R, Second Edition provides a guide …