NMF-DTU-Toolbox
所属分类:matlab编程
开发工具:matlab
文件大小:15377KB
下载次数:42
上传日期:2015-06-26 21:12:05
上 传 者:
沈猴子
说明: matlab源代码,是非负矩阵分解工具箱,包含乘法更新,最小二乘约束,投影梯度法等方法
(Usage:
[W,H] = nmf(X,K,alg,maxiter,speak)
W: output matrix
H: output matrix
X: input matrix
K: number of components
alg: algorithm to use
maxiter: maximum number of iterations
speak: print to screen
Algorithms:
mm: Multiplicative updates method using euclidean distance measure.
cjlin: Projected gradient method
prob: Probabilistic non-negative matrix factorization.
als: Alternating least squares.
alsobs: Alternating least squares with optimal brain surgeon.
Demonstrations:
PET: NMF on a PET dataset
Text: NMF used on a three different datasets Email, medical, and CNN.
Algorithms
mm: Multiplicative update method using euclidean distance measure.
Described in Lee and Seung, 2001, Algorithms for Non-negative Matrix Factorization, Advances in Neural Information Processing Systems 13, 556-562. This algorithm is the most commonly used algorithm to solve NMF.
cjlin: Alternative non-negative least squares using projected gradients.
Author: Chih-Je)
文件列表:
NMF-DTU-Toolbox (0, 2015-05-07)
NMF-DTU-Toolbox\IndianPines.mat (5716968, 2015-03-30)
NMF-DTU-Toolbox\READ ME.txt (6194, 2015-04-01)
NMF-DTU-Toolbox\compare.m (761, 2014-11-11)
NMF-DTU-Toolbox\email.zip (3206651, 2015-04-01)
NMF-DTU-Toolbox\nmf.m (2610, 2014-11-11)
NMF-DTU-Toolbox\nmf_als.asv (1482, 2015-05-07)
NMF-DTU-Toolbox\nmf_als.m (1481, 2014-11-11)
NMF-DTU-Toolbox\nmf_alsobs.m (3234, 2014-11-11)
NMF-DTU-Toolbox\nmf_cjlin.m (3968, 2014-11-11)
NMF-DTU-Toolbox\nmf_euclidean_dist.m (60, 2014-11-11)
NMF-DTU-Toolbox\nmf_mm.m (1861, 2014-11-11)
NMF-DTU-Toolbox\nmf_prob.m (1749, 2014-11-11)
NMF-DTU-Toolbox\order_comp.m (243, 2014-11-11)
NMF-DTU-Toolbox\petAnalyzeImage.zip (6527353, 2015-04-01)
NMF-DTU-Toolbox\sina_live_setup20130528.exe (311224, 2015-04-05)
NMF-DTU-Toolbox\test_toolbox.m (522, 2015-04-02)
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