Module correlation

Module correlation 

Source
Expand description

Time series correlation and relationship analysis

This module provides various methods for analyzing correlations and relationships between time series:

  • Cross-correlation functions (CCF)
  • Dynamic time warping (DTW) with various constraints
  • Time-frequency analysis using wavelets and spectrograms
  • Coherence analysis for frequency domain relationships

Structs§

CoherenceConfig
Configuration for coherence analysis
CoherenceResult
Coherence analysis result
CorrelationAnalyzer
Main struct for correlation analysis
CrossCorrelationConfig
Configuration for cross-correlation analysis
CrossCorrelationResult
Cross-correlation function result
DTWConfig
Configuration for DTW analysis
DTWResult
Dynamic time warping result
TimeFrequencyConfig
Configuration for time-frequency analysis
TimeFrequencyResult
Time-frequency analysis result
WindowInfo
Window information for time-frequency analysis

Enums§

CorrelationMethod
Correlation calculation methods
DTWConstraint
DTW constraint types
DTWCostFunction
DTW cost functions
DetrendMethod
Detrending methods
StepPattern
DTW step patterns
TimeFrequencyMethod
Time-frequency analysis methods
WindowType
Window types for analysis

Type Aliases§

CorrelationResult
Result type for correlation analysis