fpc
所属分类:压缩解压
开发工具:matlab
文件大小:3598KB
下载次数:52
上传日期:2013-01-15 19:18:19
上 传 者:
badboyfree
说明: 基于改进的不动点迭代算法的低秩Gram矩阵的恢复,里面包括一个24983*101的真实数据库。
(Fixed point and bregman iterative methods for matrix rank )
文件列表:
fpc (0, 2008-06-23)
fpc\contents.m (677, 2008-06-23)
fpc\COPYING.txt (35147, 2008-01-18)
fpc\drivers (0, 2008-06-23)
fpc\drivers\basic_run.m (4531, 2008-06-23)
fpc\drivers\bb_run.m (4445, 2008-06-23)
fpc\problems (0, 2008-06-23)
fpc\problems\getData.m (3183, 2008-06-14)
fpc\problems\getM_mu.m (5946, 2008-06-14)
fpc\problems\pdct.m (653, 2008-06-14)
fpc\problems\pfft.m (670, 2008-06-14)
fpc\solvers (0, 2008-06-23)
fpc\solvers\debias.m (2512, 2008-06-14)
fpc\solvers\fpc.m (7844, 2008-02-02)
fpc\solvers\fpc_bb.m (9680, 2008-06-23)
fpc\solvers\fpc_bb_opts.m (5567, 2008-06-14)
fpc\solvers\fpc_opts.m (4801, 2008-02-02)
fpc\solvers\utilities (0, 2008-06-14)
fpc\solvers\utilities\explicitMatrix.m (320, 2008-06-14)
fpc\solvers\utilities\isinInterval.m (369, 2008-06-14)
fpc\solvers\utilities\scaleProblem.m (699, 2008-06-14)
jester-data-1-24983-101 (0, 2013-01-14)
jester-data-1-24983-101\jester-data-1.xls (16086528, 2003-07-13)
FPC: Fixed Point Continuation
Copyright (C) 2007-2008 Elaine Hale, Wotao Yin and Yin Zhang
-------------------------------------------------------------
1. Introduction
================
Fixed-point continuation (FPC) is an algorithm for solving large-scale l-1
regularized least-squares problems
min_x ||x||_1 + (mu/2)*||Ax - b||_M^2
using fixed-point iterations paired with a continuation strategy for mu.
2. Getting Started
===================
The files in the drivers folder generate example compressed sensing
problems and solve them with fpc.m or fpc_bb.m. To run them, set your
current directory to .../fpc/drivers, and call bb_run or basic_run from the
command line. The files automatically add the appropriate folders to your
Matlab path (temporarily). Note that some of the example problem types
(determined by Ameth) require the signal processing toolbox.
3. Optional External Packages
==============================
FPC is compatible with the SPARCO toolbox, which contains a number of
problems for benchmarking sparse reconstruction algorithms, along with a
library of linear operators that can be used to generate additional
problems.
SPARCO http://www.cs.ubc.ca/labs/scl/sparco/
4. Contact Information
=======================
FPC is available at http://www.caam.rice.edu/~optimization/L1/. Please
feel free to e-mail the authors with any comments or suggestions:
Elaine Hale
Wotao Yin
Yin Zhang
5. Copyright Notice
====================
FPC is free software; you can redistribute it and/or modify it under the
terms of the GNU General Public License as published by the Free Software
Foundation; either version 3 of the License, or (at your option) any later
version.
This program is distributed in the hope that it will be useful, but WITHOUT
ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for
more details.
You should have received a copy of the GNU General Public License
along with this program. If not, see .
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