MATLAB Implementation for Training RBF Neural Network Using Data Center Clustering Method
This source code implements RBF network training in MATLAB using a data center clustering approach, without relying on MATLAB's built-in training functions
MATLAB Toolbox for Particle Swarm Optimization (PSO) Algorithm
Comprehensive MATLAB toolbox for Particle Swarm Optimization (PSO) featuring detailed usage documentation and implementation guidelines
Genetic Algorithm and BP Neural Network Control for Inverted Pendulum
A program for inverted pendulum control using genetic algorithm and BP neural network, implementing GA optimization of neural network weights and thresholds to achieve enhanced control performance
Genetic Algorithm with Decimal Encoding
A MATLAB implementation of genetic algorithm using real-valued encoding for solving optimization problems.
Face Detection System with Gabor Feature Extraction and Neural Networks
A face detection system implementing Gabor feature extraction and neural network classification for robust facial recognition in images and video streams
Fuzzy Neural Network Code for Adaptive Control
Implementation of fuzzy neural network code for adaptive control systems, featuring error and error derivative as critical input parameters.
Simulation of Direct Torque Control for Induction Motor Using Two-Level Inverter
This implementation features a simulation of direct torque control for induction motors on two-level inverters, incorporating an enhanced DSVM algorithm with detailed performance analysis through MATLAB/Simulink modeling.
Hybrid Particle Swarm Cultural Algorithm Source Code for Function Optimization Problems
Source code implementation of a hybrid particle swarm cultural algorithm designed for solving function optimization problems, combining swarm intelligence with cultural evolution mechanisms.
Adaptive Particle Swarm Optimization Algorithm
Adaptive Particle Swarm Optimization MATLAB code, highly efficient and practical for optimization problems.
Optimizing BP Neural Networks Using Genetic Algorithms
Nonlinear Function Fitting with Hybrid Optimization Algorithm Implementation
Particle Swarm Optimization (PSO) Algorithm Implementation
A complete PSO algorithm process executing n-loop iterations, returning minimum/maximum average fitness values, online performance, and offline performance metrics. The implementation handles particle initialization, velocity/position updates, and fi
Machine Learning Source Code for Dimensionality Reduction, Feature Selection, and Related Algorithms
Comprehensive machine learning source code authored by Zhejiang University professors Cai Deng and He Xiaofei, covering spectral regression, dimensionality reduction, feature selection, topic modeling, matrix factorization, sparse coding, hashing tec
RBF Neural Network Implementation for Predictive Modeling
RBF-based neural network prediction program package (compressed archive), no extraction password required! Includes complete code implementation with radial basis function architecture.
Joachims' SVM-light Toolkit: Transductive SVM Implementation
Joachims' SVM-light toolkit includes two executable files (svm_classify.exe and svm_learn.exe) for implementing Transductive SVM, with Anton's MATLAB interface providing enhanced usability and convenience for SVM-light operations.
Data Standardization Transformation in Fuzzy Clustering Analysis
Matrix composition operations, data standardization techniques for fuzzy clustering analysis, establishment of fuzzy similarity matrices, and comprehensive fuzzy clustering methodologies. Download available resources with practical code implementatio
The Sheffield Genetic Algorithm Toolbox
Sheffield Genetic Algorithm Toolbox for Evolutionary Computation
MATLAB Implementation of Particle Swarm Optimization (PSO) Algorithm
This PSO algorithm implementation provides an iterative optimization tool that initializes with random solutions and searches for optimal values through population-based iterations, featuring parameter configuration for swarm size, velocity updates,
Optimizing SVM with Particle Swarm Optimization
Implementing PSO-based SVM optimization with grouped training methodology to enhance algorithmic efficiency
MATLAB Source Code for Path Planning Based on Genetic Algorithm
Genetic Algorithm Path Planning MATLAB Source Code with Grid-based Environment Modeling Method
Neural Network Algorithm Based on Levenberg-Marquardt (LM) Algorithm
Neural network algorithm utilizing the Levenberg-Marquardt optimization method - recognized as the fastest neural network training algorithm with high memory requirements.