User Guide

Getting Started - Table of Content

• Installation
  • pip install spkit
• Information Theory
  • Entropy functions: Shannan, Rényi entropy
  • Mutual Information & Joint Entropy
  • Cross Entropy & KL-divergence
  • EEG Signal Analysis
  • Single Channel Analysis
  • Multi-channel Analysis, with cross/joint entropy, Mututal Information Wavelet
• Wavelet Analysis
  • Continues Wavelet Transform - CWT - (complext wavelets)
  • Gauss Wavelet
  • Morlet Wavelet
  • Gabor Wavelet
  • Poisson Wavelet
  • Maxican Wavelet
  • Shannan Wavelet
  • Discrete Wavelet Transform - DWT
  • Wavelet Packet Decomposition - WPD
• Signal Decomposition
  • Independent Component Analysis - ICA
  • Principal Component Analysis, Singular Value Decomposition
  • Fractional Fourier Transform
• Machine Learning Algorithms
  • Naive Bayes
  • Logistic Regression
  • Decision Tree
  • Kernel Learning
• Biomedical Signal Processing techniques
  • EEG Signals
    • Artifact Removal Algorithms
    • Wavelet Analysis
  • GSR
    • Phasic and tonic deomposition
    • Wavelet Analysis
• Miscellaneous
  • Linear Feedback Shift Register