Addressing the Data Scarcity Problem in Ecotoxicology via Small Data Machine Learning Methods

  • Ying Wang
  • , Jinchu Dong
  • , Yunchi Zhou
  • , Yinghao Cheng
  • , Xiaoli Zhao
  • , Willie J.G.M. Peijnenburg
  • , Martina G. Vijver
  • , Kenneth M.Y. Leung
  • , Wenhong Fan*
  • , Fengchang Wu*
  • *Corresponding author for this work

Research output: Contribution to journalShort surveypeer-review

Original languageEnglish
Pages (from-to)5867-5871
Number of pages5
JournalEnvironmental Science and Technology
Volume59
Issue number12
DOIs
StatePublished - 1 Apr 2025

Keywords

  • artificial intelligence
  • data augmentation
  • ecotoxicity
  • modeling workflow
  • prediction
  • small data machine learning (SDML)

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