Granger Causality Test
MATLAB implementation for Granger causality testing to examine causal relationships between time series, featuring comprehensive econometric statistical analysis with code optimization and visualization capabilities.
Generating Wind Load Time Series
Producing wind load time series data for structural vibration analysis applications, including implementation approaches for computational simulations
A Comprehensive Hydrological Time Series Analysis Toolkit
A hydrological time series analysis toolkit featuring trend removal, curve fitting, periodic component extraction, and supporting algorithms for data preprocessing and model evaluation
Reconstructing Phase Space Trajectories from One-Dimensional Time Series
This MATLAB-based program computes phase space trajectory reconstructions for one-dimensional time series data and identifies optimal reconstruction delay steps/time parameters using advanced algorithms.
Multi-Channel Singular Spectrum Analysis
A multi-channel singular spectrum analysis algorithm implementation designed for time series multi-scale analysis, cross-scale comparison, and signal reconstruction applications.
Generating Lorenz Time Series Using Equations
Producing Lorenz time series through mathematical equations proves highly valuable for studying chaotic systems and nonlinear dynamics
MATLAB for Neural Electrical Signal Analysis
Feature extraction and classification of time-series EMG signals using AR modeling techniques with MATLAB implementation
Runs Test for Time Series Stationarity Testing
Implementing runs test methodology for time series stationarity assessment with differential transformation for non-stationary series preprocessing and alternative statistical testing approaches
Predictive Analysis of Time Series Using ARIMA
MATLAB Implementation of ARIMA for Time Series Forecasting and Predictive Analysis
Time Series Dynamic Time Warping Algorithm Implementation
MATLAB implementation of dynamic time warping algorithm for time series analysis, complete with comprehensive usage documentation and code examples