MATLAB Implementation of Regularized Orthogonal Matching Pursuit (ROMP) Algorithm
A MATLAB source code implementation of the Regularized Orthogonal Matching Pursuit (ROMP) algorithm packaged as a reusable function with comprehensive documentation
Regularization of Ill-Conditioned Equations
Regularization of ill-conditioned equations with MATLAB implementation of regularization algorithms, including code examples for L1 and L2 regularization techniques.
SVD Singular Value Decomposition and Damped Least Squares Algorithm
Analysis of SVD decomposition and damped least squares methods with implementation insights for geophysical inverse problems
Geophysical Inversion Software Package
A comprehensive software package for geophysical inversion with code implementation examples and algorithm descriptions
Ridge Regression (RR) Estimation with Code Implementation
Ridge Regression (RR) Estimation - An enhanced linear regression method using L2 regularization for time series prediction and local polynomial modeling
Classic Variable Selection Method by the Creator of Lasso
Classic Variable Selection Method by the Founder of Lasso
LASSO Variable Selection Method: Implementation and Algorithm Details
LASSO Regression for Feature Selection with Code Implementation Guidelines