Models

  • ICDM'2024: Utilitarian Online Learning from Open-World Soft Sensing (OWSS)

    [paper] [code]

  • SDM'2024: Robust Sparse Online Learning for Data Streams with Streaming Features (RSOL)

    [paper] [code]

  • TKDE'2023: Online Learning from Evolving Feature Spaces with Deep Variational Models (OLD3S)

    [paper] [code]

  • AAAI'2022: Online Random Feature Forests for Learning in Varying Feature Spaces (ORF3V)

    [paper] [code]

  • NIPS'2017: Learning with Feature Evolvable Streams (FESL)

    [paper] [code]

  • AISTATS'2011: Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization (FTRL)

    [paper] [code]

  • JMLR'2009: Efficient Online and Batch Learning Using Forward Backward Splitting (FOBOS)

    [paper] [code]

  • BigData'2024: ℓ1,2-Norm and CUR Decomposition based Sparse Online Active Learning for Data Streams with Streaming Features (OASF)

    [paper] [code]

  • AAAI'2022: Online Semi-Supervised Learning with Mix-Typed Streaming Features (OSLMF)

    [paper] [code]

  • ICDM'2021: Online Learning in Variable Feature Spaces with Mixed Data (OVFM)

    [paper] [code]