Unscented Kalman Filter Program
MATLAB implementation of an Unscented Kalman Filter algorithm for dynamic state estimation.
BP Algorithm and Momentum-Adaptive Learning Rate Adjustment Algorithm (Improved BP Algorithm) Programs
This repository contains MATLAB implementations of both the standard Backpropagation (BP) algorithm and an enhanced Momentum-Adaptive Learning Rate Adjustment algorithm (Improved BP algorithm), featuring optimized gradient descent and dynamic learning rate adaptation.
Modular PCA Source Code Implementation
MATLAB implementation of Modular PCA algorithm using Yale Face Database as example. The code performs image partitioning, PCA feature extraction on sub-images, projection coefficient calculation, and nearest neighbor classification with detailed code structure explanation.
Phase Unwrapping Algorithms Implementation in MATLAB
MATLAB implementation of phase unwrapping featuring two distinct algorithms: quality-guided path-following phase unwrapping and Goldstein's branch-cut method, with detailed code explanations and practical applications.
Finite Element Method Implementation Using MATLAB
A highly effective finite element method implementation developed in MATLAB, featuring robust numerical computation capabilities for engineering problem-solving.
Optimal Parameter C Selection for Linear SVM Classifier
MATLAB source code implementation for selecting the optimal C parameter value in linear SVM classifiers, enhancing dataset training and prediction performance through systematic parameter optimization approaches.
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
MATLAB Implementation of Shortest Path Algorithm: ShortestPath_Djk
MATLAB-coded shortest path algorithm ShortestPath_Djk implementing Dijkstra's algorithm with greedy approach for graph path optimization
Lagrange Interpolation Function and Cubic Spline Interpolation Function Implementation
MATLAB implementation of Lagrange interpolation and cubic spline interpolation algorithms, which takes x-vector and corresponding y-vector as input parameters and outputs function visualization plots
Least Squares Method Implementation for Binary Classification
MATLAB implementation of least squares method achieving accurate classification between two classes with detailed algorithm explanation and code structure