Professional MATLAB source code with comprehensive documentation and examples
Implementation of five data mining source codes using MATLAB software, featuring various algorithms including classification, clustering, and pattern recognition with detailed function descriptions.
PSO Algorithm Programming and Design for Particle Swarm Optimization in MATLAB
MATLAB code implementation for wavelet neural networks - explore practical examples with algorithm explanations and functionality demonstrations
This MATLAB PSO toolbox download includes comprehensive particle swarm optimization tools: hiddenutils for underlying algorithms, nnet for neural network integration, testfunctions for benchmark testing, with Chinese installation documentation for ea
A universal BP neural network prediction program developed in MATLAB 2009, supporting direct data input with comprehensive training and prediction capabilities.
Implementation of backpropagation algorithm for Multi-Layer Perceptron (MLP) neural networks with code-level optimization details
While fuzzy clustering enables data clustering analysis, its effectiveness on network intrusion data is limited by high-dimensional features and minimal inter-class differences, leading to inaccurate classification of many intrusion patterns. This ca
SVM Support Vector Machine tutorial with detailed algorithmic principles and direct API interface functions for immediate implementation
MATLAB code implementation for learning and training of Deep Boltzmann Machines (DBM), a novel neural network architecture with significant applications in pattern recognition and image processing domains. This resource provides practical coding exam
Programming implementation of the backpropagation neural network algorithm without using built-in neural network packages, providing deeper insights into the internal mechanisms of BP algorithm through manual coding approaches.
A comprehensive collection of multi-objective optimization algorithms including MOEA/D, MOPSO, NNIA, NSGA-II with implementation insights
This code implements short-term traffic flow prediction using BP neural networks, leveraging MATLAB's neural network toolbox for traffic flow forecasting with configurable parameters and training algorithms
Simple Fuzzy Logic Control Demonstration with Interactive Parameter Configuration and Dynamic Response Analysis
MATLAB implementation for face detection combining YCgCr color space skin modeling with Support Vector Machine (SVM) classification. The code performs skin region extraction through color thresholding followed by machine learning-based verification.
Intelligent Control Simulation 4 - Neural Network-Based Fuzzy Controller Design with Simple, Understandable Implementation Suitable for Learning
Source code implementation for FWNN (Fuzzy Wavelet Neural Network) using GD (Gradient Descent) learning algorithm with comprehensive neural network architecture details
Source code implementation of the Artificial Bee Colony Algorithm (ABC) with detailed optimization capabilities
Enhanced ant colony optimization algorithm for robot path planning and obstacle avoidance with optimal path discovery capabilities, featuring pheromone update mechanisms and heuristic optimization
This repository contains implementation code for various genetic algorithm approaches applied to function optimization. The code demonstrates key genetic operators including selection, crossover, and mutation techniques. For detailed explanations and
My implementation of an improved Elman neural network application, featuring first-time deployment with enhanced architecture details