• Manual R functions for statistical computation and machine learning

(Updated @ 07/13/20)

Support Vector Regression(SVR)

Monte Carlo Markov Chain(MCMC)

Pathwise Coordinate Decent

Kernel Quadratic Regression(KQR)

Cholesky-Decomposition

Givens Transformation

Householder Transformation

LU Decompositon

Modified Gram-Schmidt(MGS)

Metropolis Hastings Algorithm

SCAD for LQA, LLA, and One Step Algorithm

LQR Based on MM algorithm

Jackknife bias-corrected estimator

Large-Margin Unified Machines(LUM)