Professional MATLAB source code with comprehensive documentation and examples
This source code implements TDOA (Time Difference of Arrival) positioning algorithms for 3G/2G networks under non-line-of-sight (NLOS) conditions. The repository includes complete MATLAB/Python implementations with detailed documentation. Developers
MATLAB implementation of Apriori algorithm for market basket association analysis - a classical approach with comprehensive code structure and association rule mining capabilities
Radar Multi-Target Maneuvering Tracking using the IMM model achieves excellent tracking performance, employing UKF and EKF filters. Program Listings: CAEKF.m - EKF filtering with Constant Acceleration model; IMMUKF.m - Interactive Multiple Model UKF
Implementation of Perona-Malik's linear and nonlinear fusion algorithm for multiscale edge detection in images, featuring robust edge extraction capabilities through scale-space analysis.
This program applies POS (Problem Optimization Strategy) to solve NP-hard problems such as the Traveling Salesman Problem (TSP), with practical simulations demonstrating the algorithm's rationality and effectiveness through optimized pathfinding impl
This article traces the development journey of Extended Kalman Filter, providing valuable insights for beginners studying optimal estimation techniques, with practical code implementation considerations.
A MATLAB-based finite element program designed for computing 8-node isoparametric elements, featuring comprehensive code implementation details and algorithmic explanations for engineering applications
An enhanced implementation combining SMOTE oversampling with boosting techniques for handling class imbalance in classification problems, featuring improved minority class representation through synthetic sample generation and instance weighting.
MATLAB implementation of PCA (Principal Component Analysis) algorithm featuring comprehensive test examples and documentation, specifically designed for feature dimension reduction in image classification tasks. The package includes detailed explanat
Gaussian background modeling demonstrates effective performance in object detection experiments through probabilistic scene modeling
MATLAB source code for simulating stochastic resonance phenomena through Runge-Kutta numerical integration method
Complete collection of laboratory-developed filtering algorithms including Kalman Filter (KF), Unscented Kalman Filter (UKF), and Extended Kalman Filter (EKF) with practical implementation code and detailed technical documentation, ideal for research
Optical flow algorithm code implementation featuring detection capabilities for both single moving objects and multiple moving targets, with enhanced computational methods for motion analysis
Sequential Gaussian Elimination Method
Source Code for Finite Element Numerical Computation with MATLAB Implementation
Interactive Multiple Model Target Tracking with UKF and EKF Filters (includes practical code examples and relevant research papers)
This MATLAB implementation of the ID3 algorithm includes all essential subfunctions for classification tasks, featuring data preprocessing, entropy-based feature selection, and recursive decision tree construction.
MATLAB source code for PCA principal component analysis algorithm, implementing PCA using MATLAB with detailed code explanations and practical applications.
PCA Implementation Steps: 1. Center the data (mean normalization); 2. Compute the covariance matrix; 3. Calculate eigenvalues and eigenvectors of the covariance matrix; 4. Sort eigenvalues and corresponding eigenvectors; 5. Determine projection direc
A comprehensive genetic algorithm example demonstrating general workflow and practical application for function optimization, including key implementation components like fitness evaluation, crossover operations, and mutation mechanisms.