Welcome to lingam’s documentation!

Contents:

• Installation Guide
• Tutorial
  • DirectLiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
  • Bootstrap
    • Import and settings
    • Test data
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
    • Bootstrap Probability of Path
  • How to use prior knowledge in DirectLiNGAM
    • Import and settings
    • Utility function
    • Test data
    • Make Prior Knowledge Matrix
    • Causal Discovery
  • MultiGroupDirectLiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
    • Bootstrap Probability of Path
  • Total Effect
  • Causal Effect on predicted variables
    • Identification of Feature with Greatest Causal Influence on Prediction
    • Estimation of Optimal Intervention
    • Use a known causal model
  • VARLiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrap
      • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
  • VARMALiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrap
      • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
  • Longitudinal LiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
  • BottomUpParceLiNGAM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
    • Bootstrap Probability of Path
  • How to use prior knowledge in BottomUpParceLiNGAM
    • Import and settings
    • Utility function
    • Test data
    • Make Prior Knowledge Matrix
    • Causal Discovery
  • RCD
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Independence between error variables
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Total Causal Effects
    • Bootstrap Probability of Path
  • Draw Causal Graph
    • Import and settings
    • Draw the result of LiNGAM
    • Save graph
    • Draw the result of LiNGAM with prediction model
  • LiNA
    • Model
    • Import and settings
    • Single-domain test data
    • Causal Discovery for single-domain data
    • Multi-domain test data
    • Causal Discovery for multi-domain data
  • RESIT
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
    • Bootstrapping
    • Causal Directions
    • Directed Acyclic Graphs
    • Probability
    • Bootstrap Probability of Path
  • LiM
    • Model
    • Import and settings
    • Test data
    • Causal Discovery for linear mixed data
  • CAM-UV
    • Model
    • Import and settings
    • Test data
    • Causal Discovery
• API Reference
  • ICA-LiNGAM
  • DirectLiNGAM
  • MultiGroupDirectLiNGAM
  • VAR-LiNGAM
  • VARMA-LiNGAM
  • LongitudinalLiNGAM
  • BootstrapResult
  • TimeseriesBootstrapResult
  • LongitudinalBootstrapResult
  • BottomUpParceLiNGAM
  • RCD
  • CausalEffect
  • utils
  • LiNA
  • RESIT
  • LiM
  • CAM-UV

Indices and tables

• Index