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Predicting ecological interactions across space through pairwise integration of latent network patterns
1 INTRODUCTION What we observe in nature is never the full picture. Ecological interaction data are inherently incomplete, limited by sampling effort, methodological biases, and the cryptic nature of many interactions (Chacoff et al., 2012; Jordano, 2016; Llopis-Belenguer et al., 2023; Souza et al., 2022).
Inductive link prediction facilitates the discovery of missing links and enables cross-community inference in ecological networks - Nature Ecology & Evolution
Abstract Predicting species interactions (links) within ecological networks is crucial for advancing our understanding of ecosystem functioning and responses of communities to environmental changes. Transductive link prediction models are often used but are constrained by sparse, incomplete data and are limited to single networks.
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