Professional MATLAB source code with comprehensive documentation and examples
Function optimization based on genetic algorithms and nonlinear programming, featuring detailed algorithmic implementation explanations. Please contact me for high-resolution tutorials due to file size limitations.
This is the Fisher Linear Discriminant, the most widely used linear classifier in pattern recognition, which demonstrates classification results by plotting decision boundaries and visualizing classification effectiveness through scatter plots and se
An excellent classic SVM visualization tool featuring implementation of two major contemporary SVM variants with kernel function demonstrations
MATLAB source code for Fuzzy C-Means (FCM) and Possibilistic C-Means (PCM) clustering algorithms - lightweight implementations with operational capability for pattern recognition applications
This file contains MATLAB code implementing Particle Swarm Optimization (PSO) to optimize parameters for a cost-sensitive Support Vector Machine (SVM) model designed specifically for handling imbalanced datasets. The algorithm optimizes three key par
This repository contains an extensive collection of genetic algorithm implementations along with PID parameter optimization functions, designed to provide valuable resources for developers and researchers working with evolutionary computation and con
A MATLAB-based data mining program designed for data warehouse applications, featuring efficient algorithms and practical usability for data analysis tasks.
QPSO Quantum Particle Swarm Algorithm, QPSO Optimized LSSVM, Support Vector Machine Implementation
A practical support vector machine toolbox designed for efficient workflow, featuring user manual, complete source code, and Chinese documentation. This versatile tool provides robust SVM implementations with configurable parameters and detailed algo
Key Algorithms in Data Mining: Autoregressive Moving Average Time Series Algorithm - Implementation approaches and applications in temporal data mining with Python/R code examples
PID Control with BP Neural Network Tuning for adjusting proportional, integral, and derivative control actions, including implementation approaches and algorithm descriptions
Handwriting Recognition Implementation Using libsvm - Includes Program Usage Instructions and Test Files with SVM Parameter Configuration Guidelines
A novel standard particle swarm optimization algorithm incorporating constraint handling mechanisms - my first upload seeking technical community support and feedback on this constrained optimization approach!
This MATLAB-based code implements image compression through vector quantization, utilizing built-in MATLAB functions for image processing and neural network training. The implementation employs Self-Organizing Map (SOM) neural networks for codebook t
Expert Mean Shift code implementation featuring clear algorithmic logic and optimized techniques
This comprehensive fuzzy logic toolkit includes complete MATLAB programs with detailed documentation, enabling effective simulations with excellent performance. It covers fuzzy system creation, rule establishment, variable definition, membership func
Implementation of SVM regression algorithm for data analysis, classification, and numerical value early warning systems with code integration
A comprehensive MATLAB implementation of wavelet neural networks featuring both single-dimensional and multi-dimensional network models. The code includes an enhanced initialization algorithm and requires only training data replacement for different
Using artificial neural networks for PID parameter tuning represents the current trend in PID control and artificial intelligence algorithms, enabling adaptive optimization through machine learning techniques.
Calculate the Euclidean distance between two matrices - a valuable resource for students studying pattern recognition, featuring code implementation approaches and algorithm explanations.