Samantha Oliver

Work

U.S. Geological Survey
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Science Coordinator

US

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Education

University of Wisconsin-Madison
United States of America

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PhD

University of Minnesota Duluth
United States of America

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M.S.

University of Wisconsin Madison
United States of America

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B.S.

Publications

Predicting Minnesota lake ice phenology with deep learning, explainable methods, and a physically based benchmark, 1980-2018

Summary

preprint

Evaluation of daily stream temperature predictions (1979–2021) across the contiguous United States using a spatiotemporal aware machine learning algorithm

Published by

Environmental Modelling & Software

Summary

journal-article

Lake Water Temperature Modeling in an Era of Climate Change: Data Sources, Models, and Future Prospects

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Reviews of Geophysics

Summary

journal-article

Near‐term forecasts of stream temperature using deep learning and data assimilation in support of management decisions

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JAWRA Journal of the American Water Resources Association

Summary

journal-article

Prioritizing Pesticides of Potential Concern and Identifying Potential Mixture Effects in Great Lakes Tributaries Using Passive Samplers

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Environmental Toxicology and Chemistry

Summary

journal-article

Machine learning for understanding inland water quantity, quality, and ecology

Summary

preprint

Can machine learning accelerate process understanding and decision‐relevant predictions of river water quality?

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Hydrological Processes

Summary

journal-article

Multi‐Task Deep Learning of Daily Streamflow and Water Temperature

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Water Resources Research

Summary

journal-article

Process learning of stream temperature modelling using deep learning and big data

Summary

preprint

Deep learning approaches for improving prediction of daily stream temperature in data‐scarce, unmonitored, and dammed basins

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Hydrological Processes

Summary

journal-article

Near-term forecasts of stream temperature using process-guided deep learning and data assimilation

Summary

other

Predicting Water Temperature Dynamics of Unmonitored Lakes With Meta‐Transfer Learning

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Water Resources Research

Summary

journal-article

Multi-task deep learning of daily streamflow and water temperature

Summary

other

Inconsistent browning of northeastern U.S. lakes despite increased precipitation and recovery from acidification

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Ecosphere

Summary

journal-article

Developing and Testing a Long Short-Term Memory Stream Temperature Model in Daily and Continental Scale

Summary

other

Process‐Guided Deep Learning Predictions of Lake Water Temperature

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Water Resources Research

Summary

journal-article

Spatial and temporal variation of ecosystem properties at macroscales

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Ecology Letters

Summary

journal-article

Winter Precipitation and Summer Temperature Predict Lake Water Quality at Macroscales

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Water Resources Research

Summary

journal-article

Strategies for effective collaborative manuscript development in interdisciplinary science teams

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Ecosphere

Summary

journal-article

Evidence for regional nitrogen stress on chlorophyll a in lakes across large landscape and climate gradients

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Limnology and Oceanography

Summary

journal-article

Unexpected stasis in a changing world: Lake nutrient and chlorophyll trends since 1990

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Global Change Biology

Summary

journal-article

Habitat Requirements and Occurrence of Crematogaster pilosa (Hymenoptera: Formicidae) Ants within Intertidal Salt Marshes

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Florida Entomologist

Summary

journal-article

The ecology of methane in streams and rivers: Patterns, controls, and global significance

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Ecological Monographs

Summary

journal-article

Building a multi-scaled geospatial temporal ecology database from disparate data sources: fostering open science and data reuse

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GigaScience

Summary

journal-article

The importance of lake-specific characteristics for water quality across the continental United States

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Ecological Applications

Summary

journal-article

Nutrient excretion by crustacean zooplankton in the deep chlorophyll layer of lake superior

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Canadian Journal of Fisheries and Aquatic Sciences

Summary

journal-article