EA-SRC
所属分类：matlab编程
开发工具：matlab
文件大小：6830KB
下载次数：57
上传日期：2017-03-17 21:07:52
上 传 者：
虢虢
说明： 利用超限学习机（ELM）和稀疏表示(SRC)进行图像分类。Matlab完整源码。
(Extreme learning machine and adaptive sparse representation for image classification)
文件列表:
EA-SRC (0, 2016-06-25)
EA-SRC\data (0, 2016-06-25)
EA-SRC\data\AR.mat (3229277, 2016-06-06)
EA-SRC\data\usps.mat (3763610, 2016-06-06)
EA-SRC\Demo_Classification.m (2119, 2016-06-25)
EA-SRC\Demo_Classification_EASRC.m (4000, 2016-06-25)
EA-SRC\Demo_Regression.m (2034, 2016-06-25)
EA-SRC\elm_initialization.m (476, 2016-06-08)
EA-SRC\elm_test.m (774, 2016-06-08)
EA-SRC\elm_train.m (1481, 2016-06-25)
EA-SRC\l1ls (0, 2016-06-25)
EA-SRC\l1ls\@partialDCT (0, 2016-06-25)
EA-SRC\l1ls\@partialDCT\ctranspose.m (72, 2016-06-06)
EA-SRC\l1ls\@partialDCT\mtimes.m (175, 2016-06-06)
EA-SRC\l1ls\@partialDCT\partialDCT.m (178, 2016-06-06)
EA-SRC\l1ls\find_lambdamax_l1_ls.m (325, 2016-06-06)
EA-SRC\l1ls\find_lambdamax_l1_ls_nonneg.m (339, 2016-06-06)
EA-SRC\l1ls\l1_ls.m (8414, 2016-06-06)
EA-SRC\l1ls\l1_ls_nonneg.m (7985, 2016-06-06)
EA-SRC\utilities (0, 2016-06-25)
EA-SRC\utilities\label_convert.m (616, 2016-06-08)
EA-SRC\utilities\paramValue_Reset.m (389, 2016-06-06)
EA-SRC\utilities\regressor.m (2130, 2016-06-13)
EA-SRC\utilities\sinc_Huang.m (629, 2016-06-12)
The demo of the algorithm EA-SRC is given in 'Demo_Classification_EASRC';
In addition to the main algorithm, the main contributions which utilizes the regularized ELM with a computational efficiency LOO method (RELM-LOO) is also given, with demos in 'Demo_Classification' and 'Demo_Regression';
The regressor includes the regularized ELM with a computational efficiency LOO method (RELM-LOO) is given in the folder '/utilities' named as 'regressor';
The folder '/l1ls' includes four representative sparse reconstruction algorithms;
Two classification applications and one regression application are included for illustration.
% =========================================================================
%%% Authors: Kai Zhang AND DR Jiuwen Cao
%%% Hangzhou Dianzi University, CHINA
%%% EMAIL: jwcao@hdu.edu.cn
%%% DATE: June 2016
%%% Please cite the paper: "J. Cao, K. Zhang, M. Luo, C. Yin and X. Lai, Extreme learning machine and adaptive sparse representation for image classification, Neural networks (2016), http://dx.doi.org/10.1016/j.neunet.2016.06.001"
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