Professional MATLAB source code with comprehensive documentation and examples
This MATLAB-based Support Vector Machine program is primarily designed for predictive analysis, implementing SVM algorithms for both classification and regression tasks with configurable parameters and result visualization capabilities.
A high-performance multi-way search tree implementation primarily designed for intelligent developmental robotics applications, featuring optimized path planning algorithms with efficient node traversal and obstacle handling capabilities.
This collection features 30 intelligent algorithm programs and analyses specifically designed for MATLAB image processing applications. Each program includes complete working code examples with detailed implementation approaches, algorithm breakdowns
High-quality MATLAB code for decision tree implementation - excellent for beginners with clear documentation and practical examples
Collaborative fuzzy clustering modeling constructs T-S models through feature selection and collaborative fuzzy clustering-based fuzzy modeling methods, and utilizes these models for data testing with enhanced parameter optimization and cluster valid
Implementing genetic algorithm for motor fault detection covering ball bearing defects, inner raceway faults, and combined ball-inner race faults, utilizing 40 datasets for training and 4 datasets for testing with chromosome encoding representing fau
Power load forecasting implementation using wavelet neural networks, featuring wnne as the main program with supporting functions for comprehensive prediction analysis
Gaussian Naive Bayes classifier implementation for image pattern recognition with comprehensive parameter selection and configuration guidance
MATLAB implementation of an unsupervised vector quantization coding algorithm using self-organizing neural networks for data compression and feature extraction
MATLAB implementation of Fuzzy C-Means (FCM) clustering algorithm with detailed code explanation and practical application guidance
Statistical algorithms featuring numerous classic multivariate statistical techniques such as PLS, PCR, GA, PCR-UVE, PLS-UVE, UVE-CV, PLS-GA, MLR, LWR, Artificial Neural Networks, SPA, LSS with code implementation insights
This MATLAB-implemented algorithm combines neural networks with genetic algorithm optimization, allowing users to customize parameters according to their specific requirements. The implementation includes configurable genetic operators and neural net
This is source code implementation of the Artificial Bee Colony optimization algorithm, serving as a foundation for custom algorithm development and enhanced understanding of swarm intelligence optimization techniques.
Comprehensive guide on using LIBSVM (a Support Vector Machine program created by Taiwan University professors), covering data preprocessing, data import, model training, and prediction with code implementation examples
The Artificial Immune Clonal Selection Algorithm represents a relatively new intelligent algorithm that shares fundamental structural similarities with genetic algorithms. The following source code implements this algorithm specifically designed for
MATLAB 7.0 code implementation for Particle Swarm Optimization (PSO) algorithm with enhanced computational capabilities and visualization tools
This example demonstrates a genetic algorithm implementation for solving nonlinear programming problems, incorporating penalty functions to define feasible regions. The code is highly practical and can be easily adapted for other optimization routine
This repository provides source code implementing particle swarm optimization (PSO) for economic load dispatch problems, featuring complete PSO toolkit integration with algorithmic parameter configuration and fitness function implementation.
Implementing Support Vector Machine (SVM) classifier for categorizing various image types using feature extraction and machine learning techniques
BP neural network approach for short-term electric load forecasting using normalized input data to predict daily loads based on weekly patterns