nonlinear pattern discovery

Conjecturing-Based Discovery of Patterns in Data

  • J. Paul Brooks
  • David Edwards
  • C. E. Larson
  • Nico Van Cleemput
    • Categories Applications - OR and Management Sciences, Data Science Algorithms, Optimization in Data Science Tags , , , ,

    We propose the use of a conjecturing machine that suggests feature relationships in the form of bounds involving nonlinear terms for numerical features and boolean expressions for categorical features. The proposed Conjecturing framework recovers known nonlinear and boolean relationships among features from data. In both settings, true underlying relationships are revealed. We then compare the … Read more