Bayesian Maximum A Posteriori Probability Computation
Implementation of Bayesian MAP estimation with clear theoretical explanations and practical code examples for easier understanding and research.
Bayesian and Universal Threshold Soft-Thresholding Image Denoising Methods
MATLAB implementations of Bayesian and universal threshold soft-thresholding image denoising algorithms with detailed code explanations and wavelet transform applications
Bayesian Matting Algorithm
Bayesian-based matting algorithm estimating alpha mattes through maximum likelihood criterion with probabilistic modeling implementation
Statistical Pattern Recognition Methods in Pattern Recognition
Statistical pattern recognition methods in pattern recognition, including classical approaches like Bayesian methods, statistical learning, LDA, PCA, and SVM, provide an invaluable algorithmic toolbox with code implementation insights.
MATLAB Face Recognition Using Bayesian Technique
A MATLAB-based face recognition program implementing Bayesian classification methodology, validated on the ORL database with flexible dataset adaptation through sample size modification
Handwritten Digit Recognition
Bayesian Handwritten Digit Recognition Algorithm
Bayesian Machine Learning for Mutual Information
Bayesian Machine Learning for mutual information calculation, entropy and joint entropy computation. Enhanced version applicable to stochastic inversion with improved uncertainty quantification.
Bayesian Compressive Sensing
Bayesian Compressive Sensing: Theory and Computational Implementation
Enhanced Nearest Neighbor Algorithm in Data Mining: ML-KNN Approach
ML-KNN (Multi-Label K-Nearest Neighbors) Algorithm - An Improved Nearest Neighbor Method for Multi-Label Classification in Data Mining