LARS algorithm

버전 1.0.0.0 (1.44 MB) 작성자: Sung Soo Kim
Pure vanilla implementation of LARS algorithm.
다운로드 수: 4.8K
업데이트 날짜: 2016/3/31

라이선스 보기

This is a pure vanilla implementation of LARS algorithm with LASSO modification. For more information about the algorithm follow the link. http://www-stat.stanford.edu/~hastie/Papers/LARS/LeastAngle_2002.pdf This document is included in the zip file (LeastAngle_2002.pdf).
There are many 'lars' implementation in the internet if you search. This is a relatively pure porting of the 'lars' package written by algorithm developer long time ago for R statistics language. Recent version by authors may have many changes. See http://cran.r-project.org/web/packages/lars/index.html for more information.
I commented equation number line by line in the codes so that you can follow the algorithm as you read the paper. You may start developing your own 'lars' implementation from this point. Test set includes Diabetes example used in the original paper (sorry, no plots for that). If you find any error, let me know. I'll appreciate it.

Caution: I've been using this file for more than 3 years, but I've never used 'forward stagewise' or 'pure lars'. I've been using only 'lars with lasso modification'. So I don't guarantee former two algorithms.

Installation:
Just copy 4 files in the 'lars' folder to your path. Or add 'lars' folder to your Matlab path.

Testing:
Read the 'test_lars.m' file. All files in the 'lars_tests' folder should be in the search path. It is written in the XTargets' MUnit format. But if you don't use MUnit, that's fine. Just copy and run codes in nested functions in that file.

Usage:
See 'test_lars.m' file.

License: The original R-package written by algorithm developers is under GPL v2 or newer. So is this.

인용 양식

Sung Soo Kim (2026). LARS algorithm (https://kr.mathworks.com/matlabcentral/fileexchange/23186-lars-algorithm), MATLAB Central File Exchange. 검색 날짜: .

MATLAB 릴리스 호환 정보
개발 환경: R14SP3
모든 릴리스와 호환
플랫폼 호환성
Windows macOS Linux
카테고리
Help CenterMATLAB Answers에서 R Language에 대해 자세히 알아보기
도움

도움 준 파일: zeroSR1

버전 게시됨 릴리스 정보
1.0.0.0

license
license