Tutorial - Higher order characters (Checked: D)

You can also download this tutorial as a Jupyter Notebook

• Higher-order character decomposition: char module (Checked: D)
  • Important considerations
    • A natural generalization
  • A simple example
  • A more interesting and important example
  • How the algorithm works
    • Why separation of eigenvalues is needed
      • A solution: take a random sample and repeat the algorithm
    • How this translates for the higher-order cases
    • Algorithm refinements
      • The Role of Randomization
      • Convergence and Termination
      • The Random Separator Policy
    • The class hofa.char.RandomSeparator
      • Initial Threshold Calculation
      • Iteration Threshold Calculation
      • Separation Gap Calculation
      • Random Number Generator Access
      • Maximum Iterations
      • Iterative Search Flag
    • Standard Implementation: StandardRandomSeparator
      • Constructor
      • Initial Threshold Calculation
      • Iteration Threshold Calculation
      • Separation Gap Calculation
      • Random Number Generator Access
      • Maximum Iterations
      • Iterative Search Flag
    • Result Container: RandomizedSeparationResult
      • Fields
  • Example: 3 quadratic waves and cubic noise
    • Problem statement
    • Objective
    • Strategy
  • Example: Locating quadratic behaviour in data analysis
    • Problem statement
    • Strategy
    • Results