Search Results for author: Alexandra-Maria Klein

Found 2 papers, 1 papers with code

Machine learning algorithms to infer trait-matching and predict species interactions in ecological networks

1 code implementation26 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.

BIG-bench Machine Learning regression

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