patterncausality0.2.0 package

Pattern Causality Algorithm

distanceMetric

Distance Metric Interface

optimalParametersSearch

Search for Optimal Parameters in Pattern Causality Analysis

pc_cv

Pattern Causality Cross-Validation Object

pc_effect

Pattern Causality Effect Object

pc_matrix

Pattern Causality Matrix Object

pc_params

Pattern Causality Parameter Optimization Results

pcAccuracy

Calculate Pattern Causality Accuracy

pcCrossMatrix

Cross Pattern Causality Matrix Analysis

pcCrossValidation

Pattern Causality Cross-Validation Analysis

pcEffect

Pattern Causality Effect Analysis

pcFullDetails

Calculate Full Details Pattern Causality Analysis

pcLightweight

Calculate Pattern Causality Using Lightweight Algorithm

pcMatrix

Pattern Causality Matrix Analysis

plot_causality.pc_full_details

Plot Pattern Causality Time Series

plot_causality

Plot Pattern Causality Time Series

plot_components.pc_fit

Plot Causality Components

plot_components

Plot Pattern Causality Components

plot_total.pc_fit

Plot Total Causality

plot_total

Plot Total Pattern Causality

plot.pc_cv

Plot Pattern Causality Cross Validation Results

plot.pc_effect

Plot Pattern Causality Effect

plot.pc_fit

Plot Pattern Causality Results

plot.pc_matrix

Plot Pattern Causality Matrix

plot.pc_state

Plot State Space Reconstruction

print.pc_accuracy

Print Method for Pattern Causality Accuracy Results

print.pc_cv

Print Pattern Causality Cross Validation Results

print.pc_effect

Print Pattern Causality Effect

print.pc_fit

Print Pattern Causality Results

print.pc_matrix

Print Pattern Causality Matrix

print.pc_params

Print Method for Pattern Causality Parameter Results

print.pc_state

Print State Space Reconstruction

print.summary.pc_accuracy

Print Method for Pattern Causality Accuracy Summary

stateSpace

State Space Reconstruction

stateSpaceMethod

State Space Reconstruction Interface

summary.pc_accuracy

Summary Method for Pattern Causality Accuracy Results

summary.pc_cv

Summary of Pattern Causality Cross Validation Results

summary.pc_effect

Summarize Pattern Causality Effect

summary.pc_fit

Summarize Pattern Causality Results

summary.pc_matrix

Summarize Pattern Causality Matrix

summary.pc_params

Summary Method for Pattern Causality Parameter Results

summary.pc_state

Summarize State Space Reconstruction

validate_custom_fn_output

Validate Custom Function Output for Pattern Causality Analysis

A comprehensive package for detecting and analyzing causal relationships in complex systems using pattern-based approaches. Key features include state space reconstruction, pattern identification, and causality strength evaluation.

  • Maintainer: Hui Wang
  • License: GPL-3 | file LICENSE
  • Last published: 2025-01-10