Module wavelet 

Wavelet transform features for time series analysis

This module provides comprehensive wavelet-based feature extraction including Discrete Wavelet Transform (DWT), Continuous Wavelet Transform (CWT), multi-resolution analysis, time-frequency analysis, and wavelet-based denoising.

Structs

MultiResolutionFeatures

Multi-resolution analysis features from wavelet decomposition

TimeFrequencyFeatures

Time-frequency analysis features from continuous wavelet transform

WaveletCoefficientStats

Statistical features of wavelet coefficients

WaveletDenoisingFeatures

Wavelet denoising features

WaveletFeatures

Wavelet-based features for time series analysis

Functions

calculate_wavelet_features

Calculate comprehensive wavelet-based features

wavelet_denoise

Perform wavelet denoising and extract denoising-related features