Welcome to the hfs documentation!

This project includes the implementation of several hierarchical feature selection methods. In this documentation you can find more information about how they work and how they can be used.

Introduction

• Introduction
  • References

Getting Started

• Getting Started with hfs
  • Learn how to use
    • 1. Installation
    • 2. Usage

Documentation

• Feature selection algorithms
  • Eager Feature Selection
  • Lazy feature selection
• API
  • HierarchicalEstimator
  • HierarchicalPreprocessor
  • EagerHierarchicalFeatureSelector
  • LazyHierarchicalFeatureSelector
  • TSELSelector
  • SHSELSelector
  • HillClimbingSelector
  • TopDownSelector
  • BottomUpSelector
  • GreedyTopDownSelector
  • HIP
  • HNB
  • HNBs
  • MR
  • RNB
  • Tan
  • Helper methods

Tutorial - Examples

• General examples

Experiments

• Experiments
  • Datasets
    • Bioinformatic dataset
    • SportsTweets
  • Experiment Setup and Evaluation
    • Eager Learning
    • Lazy Learning
  • Results
  • Discussion
    • Eager Learning
    • Lazy Learning
  • Conclusion