Contents Menu Expand Light mode Dark mode Auto light/dark mode
Clover documentation
Clover documentation

Getting Started

  • What is Clover?
  • Installation
  • Quickstart
  • Getting Involved
  • MIT License

User Guide

  • Introduction
  • Generators
    • DataSynthesizer
    • Synthpop
    • SMOTE
    • Private-PGM - MST
    • Conditional Tabular GAN (CTGAN)
    • TVAE
    • Conditional Table GAN (CTAB-GAN)
    • FinDiff
  • Metrics
    • Utility Metrics
    • Privacy Metrics
  • Optimization
    • Discrete Particle Swarm Optimization
    • Hyperparameter tuning with Optuna
    • Parallel hyperparameter tuning with RayTune

API

  • Generators API
    • generators
  • Metrics API
    • metrics
      • metrics.utility
      • metrics.privacy
  • Optimization API
    • optimization
  • Utilities API
    • utils

Tutorial

  • Synthetic Data Generation
  • How to generate a utility report?
  • How to generate a membership inference attacks report?
  • Synthetic Data Generation – Find the best hyperparameters
  • How to generate a combined utility/privacy report?
  • How to generate a metareport?
Back to top

Utilities API#

Mainly for development purposes. Utils functions available in the library.

  • utils
    • utils.draw
    • utils.learning
    • utils.optimization
    • utils.preprocessing
    • utils.standard
    • utils.stats
Next
utils
Previous
optimization
Copyright © 2023, IVADO PRF3 Human Health
Made with Sphinx and @pradyunsg's Furo