• 大小: 2KB
    文件类型: .m
    金币: 1
    下载: 0 次
    发布日期: 2021-06-04
  • 语言: Matlab
  • 标签: GoDec  低秩分解  

资源简介

Tianyi Zhou,Dacheng Tao等人提出的GoDec模型,适用于低秩分解。

资源截图

代码片段和文件信息

function [LSRMSEerror]=GoDec(Xrankcardpower)

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%                        GoDec Algotithm
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%INPUTS:
%X: nxp data matrix with n samples and p features
%rank: rank(L)<=rank
%card: card(S)<=card
%power: >=0 power scheme modification increasing it lead to better
%accuracy and more time cost
%OUTPUTS:
%L:Low-rank part
%S:Sparse part
%RMSE: error
%error: ||X-L-S||/||X||
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%REFERENCE:
%Tianyi Zhou and Dacheng Tao “GoDec: Randomized Lo-rank & Sparse Matrix
%Decomposition in Noisy Case“ ICML 2011
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Tianyi Zhou 2011 All rights reserved

评论

共有 条评论