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Data Science for Environmental Research

We use machine learning and statistical physics methods to tackle problems with large available datasets, and which involve a large number of interacting agents. Ongoing...

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3

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Keywords

  • machine learning - 3
  • automatic classific... - 2
  • deep learning - 2
  • ensemble learning - 2
  • Greifensee - 2
  • lake plankton - 2
  • plankton camera - 2
  • plankton classifica... - 2
  • transfer learning - 2
  • zooplankton - 2

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Variables

  • none - 2
  • EC50 - 1
  • fluorescence - 1
  • LC50 - 1
  • mortality - 1
  • pH - 1
  • temperature - 1

Systems

  • lake - 2
  • lab - 1

Substances

  • (+)-(S)-Fluoxetine ... - 1
  • (+)-alpha-Pinene (I... - 1
  • (+)-Juvabione (InCh... - 1
  • (+)-Longicyclene (I... - 1
  • (+-)-4-Pentyn-2-ol ... - 1
  • (+-)-Indoxacarb (In... - 1
  • (+/-) -Fluoxetine (... - 1
  • (+/-)-3-Butyn-2-ol ... - 1
  • (+/-)-cis-Permethri... - 1
  • (+/-)-Oxychlordane ... - 1

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Taxa

  • aphanizomenon - 2
  • asplanchna - 2
  • asterionella - 2
  • bosmina - 2
  • brachionus - 2
  • ceratium - 2
  • chaoborus - 2
  • conochilus - 2
  • cyclops - 2
  • daphnia - 2

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3 packages found

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  • Data Science for Environmental Research
    Data for: Deep Learning Classification of Lake Zooplankton

    Plankton are effective indicators of environmental change and ecosystem health in freshwater habitats, but collection of plankton data using manual microscopic methods is...
    • ZIP
  • Data Science for Environmental Research
    Data for: A Benchmark Dataset for Machine Learning in Ecotoxicology

    The publication provides and describes a clean and expert-curated benchmark dataset to be used for machine-learning-based research in ecotoxicology. The package contains several...
    • ZIP
  • Data Science for Environmental Research
    Data for: Producing Plankton Classifiers that are Robust to Dataset Shift

    Modern plankton high-throughput monitoring relies on deep learning classifiers for species recognition in water ecosystems. Despite satisfactory nominal performances, a...
    • text/markdown
    • ZIP
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