Andy Stock

Publications

• Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing
• Exploring multiple stressor effects with Ecopath, Ecosim, and Ecospace: Research designs, modeling techniques, and future directions
• Supporting interdisciplinary careers for sustainability
• Open Source Software for Mapping Human Impacts on Marine Ecosystems with an Additive Model
• Effects of model assumptions and data quality on spatial cumulative human impact assessments
• Mapping ecological indicators of human impact with statistical and machine learning methods: Tests on the California coast
• Relative impacts of multiple human stressors in estuaries and coastal waters in the North Sea–Baltic Sea transition zone
• Satellite mapping of Baltic Sea Secchi depth with multiple regression models
• Potential for cumulative effects of human stressors on fish, sea birds and marine mammals in Arctic waters
• Uncertainty analysis and robust areas of high and low modeled human impact on the global oceans
• Accuracy of Empirical Satellite Algorithms for Mapping Phytoplankton Diagnostic Pigments in the Open Ocean: A Supervised Learning Perspective
• Spatiotemporal distribution of labeled data can bias the validation and selection of supervised learning algorithms: A marine remote sensing example
• Crossing natural and data set boundaries: coastal terrain modelling in the South-West Finnish Archipelago
• Comparison of Cloud-Filling Algorithms for Marine Satellite Data
• Data leakage jeopardizes ecological applications of machine learning