Downloads (Paper, Code, Data, etc.)

• Towards A Polyglot Framework for Factorized ML
  David Justo, Shaoqing Yi, Lukas Stadler, Nadia Polikarpova, and Arun Kumar
  VLDB 2021 (Industrial Track; to appear) | Paper PDF | TechReport | Talk video

• Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra
  Side Li, Lingjiao Chen, and Arun Kumar
  ACM SIGMOD 2019 | Paper PDF and BibTeX | Code and Data on Github

• Towards Linear Algebra over Normalized Data
  Lingjiao Chen, Arun Kumar, Jeffrey Naughton, and Jignesh Patel
  VLDB 2017 | Paper PDF | TechReport

• MorpheusPy: Factorized Machine Learning with NumPy
  Side Li, Arun Kumar
  TechReport

• MorpheusFlow: a case study of learning over joins with TensorFlow
  Side Li, Arun Kumar
  TechReport

• MorpheusR Code on GitHub (R library for normalized matrix and factorized LA; example factorized ML algorithms)
• MorpheusPy Code on GitHub (Python library for normalized matrix and factorized LA; example factorized ML algorithms)
• MorpheusFlow Code on GitHub (TensorFlow extension for lazy joins over relational data)
• Real-world datasets (Based on the Project Hamlet datasets)