Neurological LRD Analysis

Getting Started

  • Environment Setup Guide
  • Neurological LRD Analysis - Tutorial Guide
  • Machine Learning Tutorial

User Guide

  • API Reference
  • Enhanced Benchmarking Guide
  • Configuration Guide for Neurological LRD Analysis

Machine Learning

  • Machine Learning Baselines
  • Feature Extraction
  • NumPyro Integration for Biomedical Hurst Factory

Research

  • Long-Range Dependence Estimators: A Comprehensive Survey of Classical, Machine Learning, and Neural Network Approaches
  • Most Common Techniques for Estimating the Hurst Exponent in Time Series Data
  • Wavelet-Based Long-Range Dependence Estimators: A Comprehensive Mathematical Framework
Neurological LRD Analysis
  • Overview: module code

All modules for which code is available

  • neurological_lrd_analysis.benchmark_backends.selector
  • neurological_lrd_analysis.benchmark_core.biomedical_scenarios
  • neurological_lrd_analysis.benchmark_core.generation
  • neurological_lrd_analysis.benchmark_core.runner
  • neurological_lrd_analysis.benchmark_registry.registry
  • neurological_lrd_analysis.biomedical_hurst_factory
  • neurological_lrd_analysis.ml_baselines.benchmark_comparison
  • neurological_lrd_analysis.ml_baselines.feature_extraction
  • neurological_lrd_analysis.ml_baselines.hyperparameter_optimization
  • neurological_lrd_analysis.ml_baselines.inference
  • neurological_lrd_analysis.ml_baselines.ml_estimators
  • neurological_lrd_analysis.ml_baselines.pretrained_models

© Copyright 2025, Davian R. Chin (PhD Candidate in Biomedical Engineering, University of Reading, UK).

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