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Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing

GIScience and remote sensing, 2022-12, Vol.59 (1), p.1281-1300

2022

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Accuracy of Empirical Satellite Algorithms for Mapping Phytoplankton Diagnostic Pigments in the Open Ocean: A Supervised Learning Perspective

Frontiers in Marine Science, 2020-07, Vol.7

2020

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Spatiotemporal distribution of labeled data can bias the validation and selection of supervised learning algorithms: A marine remote sensing example

ISPRS journal of photogrammetry and remote sensing, 2022-05, Vol.187, p.46-60

Stock, Andy

2022

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Open Source Software for Mapping Human Impacts on Marine Ecosystems with an Additive Model

Journal of open research software, 2016-06, Vol.4 (1), p.21-e21

Stock, Andy

2016

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Comparison of Cloud-Filling Algorithms for Marine Satellite Data

Remote sensing (Basel, Switzerland), 2020-10, Vol.12 (20), p.3313

2020

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Satellite mapping of Baltic Sea Secchi depth with multiple regression models

International journal of applied earth observation and geoinformation, 2015-08, Vol.40, p.55-64

Stock, Andy

2015

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Effects of model assumptions and data quality on spatial cumulative human impact assessments

Global ecology and biogeography, 2016-11, Vol.25 (11), p.1321-1332

2016

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From land to deep sea: A continuum of cumulative human impacts on marine habitats in Atlantic Canada

Ecosphere (Washington, D.C), 2024-09, Vol.15 (9)

2024

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Uncertainty analysis and robust areas of high and low modeled human impact on the global oceans

Conservation biology, 2018-12, Vol.32 (6), p.1368-1379

2018

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Relative impacts of multiple human stressors in estuaries and coastal waters in the North Sea–Baltic Sea transition zone

The Science of the total environment, 2020-02, Vol.704, p.135316-135316, Article 135316

2020

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Data leakage jeopardizes ecological applications of machine learning

Nature ecology & evolution, 2023-11, Vol.7 (11), p.1743-1745

2023

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Potential for cumulative effects of human stressors on fish, sea birds and marine mammals in Arctic waters

Estuarine, coastal and shelf science, 2017-01, Vol.184, p.202-206

2017

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Supporting interdisciplinary careers for sustainability

Nature sustainability, 2021-05, Vol.4 (5), p.374-375

2021

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Uncertainty Analysis and Regression Models for Marine Human Impact Mapping

Stock, Andy

2017

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Ocean Health

Routledge Handbook of Ocean Resources and Management, 2015, p.108-126

1, 2015

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Patterns and performance outcomes of innovation orientation

Journal of the Academy of Marketing Science, 2011-12, Vol.39 (6), p.870-888

2011

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How well do global ocean biogeochemistry models simulate dissolved iron distributions?

Global biogeochemical cycles, 2016-02, Vol.30 (2), p.149-174

2016

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Discovery of PF-06835919: A Potent Inhibitor of Ketohexokinase (KHK) for the Treatment of Metabolic Disorders Driven by the Overconsumption of Fructose

Journal of medicinal chemistry, 2020-11, Vol.63 (22), p.13546-13560

2020

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Whole-genome sequencing of a sporadic primary immunodeficiency cohort

Nature (London), 2020-07, Vol.583 (7814), p.90-95

2020

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Trajectory of Mortality and Health-Related Quality of Life Morbidity Following Community-Acquired Pediatric Septic Shock

Critical care medicine, 2020-03, Vol.48 (3), p.329-337

2020

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Single Cell Transcriptomic Analysis of B-Cell Acute Lymphoblastic Leukemia (B-ALL) Reveals Correlation between Leukemia Cell State, Genetic Alterations and Clinical Outcome

Blood, 2023-11, Vol.142 (Supplement 1), p.841-841

2023

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Critical Illness Factors Associated With Long-Term Mortality and Health-Related Quality of Life Morbidity Following Community-Acquired Pediatric Septic Shock

Critical care medicine, 2020-03, Vol.48 (3), p.319-328

2020

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Late Holocene coastline and landscape changes to the west of Ephesus, Turkey

Quaternary international, 2019-01, Vol.501, p.349-363

2019

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Fluid Balance and Its Association With Mortality and Health-Related Quality of Life: A Nonprespecified Secondary Analysis of the Life After Pediatric Sepsis Evaluation

Pediatric critical care medicine, 2023-10, Vol.24 (10), p.829-839

2023

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Iterative spatial leave-one-out cross-validation and gap-filling based data augmentation for supervised learning applications in marine remote sensing

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

Open Source Software for Mapping Human Impacts on Marine Ecosystems with an Additive Model

Comparison of Cloud-Filling Algorithms for Marine Satellite Data

Satellite mapping of Baltic Sea Secchi depth with multiple regression models

Effects of model assumptions and data quality on spatial cumulative human impact assessments

From land to deep sea: A continuum of cumulative human impacts on marine habitats in Atlantic Canada

Uncertainty analysis and robust areas of high and low modeled human impact on the global oceans

Relative impacts of multiple human stressors in estuaries and coastal waters in the North Sea–Baltic Sea transition zone

Data leakage jeopardizes ecological applications of machine learning

Potential for cumulative effects of human stressors on fish, sea birds and marine mammals in Arctic waters

Supporting interdisciplinary careers for sustainability

Uncertainty Analysis and Regression Models for Marine Human Impact Mapping

Ocean Health

Patterns and performance outcomes of innovation orientation

How well do global ocean biogeochemistry models simulate dissolved iron distributions?

Discovery of PF-06835919: A Potent Inhibitor of Ketohexokinase (KHK) for the Treatment of Metabolic Disorders Driven by the Overconsumption of Fructose

Whole-genome sequencing of a sporadic primary immunodeficiency cohort

Discovery of High-Affinity Small-Molecule Binders of the Epigenetic Reader YEATS4

Trajectory of Mortality and Health-Related Quality of Life Morbidity Following Community-Acquired Pediatric Septic Shock

Single Cell Transcriptomic Analysis of B-Cell Acute Lymphoblastic Leukemia (B-ALL) Reveals Correlation between Leukemia Cell State, Genetic Alterations and Clinical Outcome

Critical Illness Factors Associated With Long-Term Mortality and Health-Related Quality of Life Morbidity Following Community-Acquired Pediatric Septic Shock

Late Holocene coastline and landscape changes to the west of Ephesus, Turkey

Fluid Balance and Its Association With Mortality and Health-Related Quality of Life: A Nonprespecified Secondary Analysis of the Life After Pediatric Sepsis Evaluation

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