no code implementations • 7 Mar 2024 • Dong Sheng, Siyuan Jing, Xueqing He, Alexandra-Maria Klein, Heinz-R. Köhler, Thomas C. Wanger
We synthesized the little-explored effects of NMP on pollinators and biocontrol agents on the organismal, farm and landscape scale.
1 code implementation • 26 Aug 2019 • Maximilian Pichler, Virginie Boreux, Alexandra-Maria Klein, Matthias Schleuning, Florian Hartig
Using simulated and real data, we contrast conventional generalized linear models (GLM) with more flexible Machine Learning (ML) models (Random Forest, Boosted Regression Trees, Deep Neural Networks, Convolutional Neural Networks, Support Vector Machines, naive Bayes, and k-Nearest-Neighbor), testing their ability to predict species interactions based on traits, and infer trait combinations causally responsible for species interactions.