l0-sparse-NMF-master
所属分类:自然语言处理
开发工具:matlab
文件大小:29KB
下载次数:8
上传日期:2019-12-27 10:11:33
上 传 者:
呼噜噜啦
说明: 可实现矩阵非负分解,增加了稀疏化因子来作为约束条件
(Nonnegative decomposition of matrix can be realized, and sparse factor is added)
文件列表:
LICENSE (1513, 2016-10-27)
NMFL0_H.m (12710, 2016-10-27)
NMFL0_W.m (5873, 2016-10-27)
NMP.m (1835, 2016-10-27)
NNBP.m (1428, 2016-10-27)
NNBP_Matlab_Opt.m (2423, 2016-10-27)
NNLS_PG.m (2903, 2016-10-27)
NNLS_PG_mask.m (3259, 2016-10-27)
combinatorialLS.m (1321, 2016-10-27)
concatImg.m (513, 2016-10-27)
createDictionaryRand.m (328, 2016-10-27)
example_NMFL0_H.m (974, 2016-10-27)
example_ORL_NMFL0_W.m (1389, 2016-10-27)
example_sNNLS_rsNNLS.m (1258, 2016-10-27)
experiment_NMFL0_H_spectrogram.m (4994, 2016-10-27)
experiment_NMFL0_W_ORLFaces.m (6767, 2016-10-27)
experiment_SparseCoder_SyntheticData.m (10461, 2016-10-27)
hoyerS.m (385, 2016-10-27)
maskNNLS.m (4105, 2016-10-27)
rsNNLS___.m (744, 2016-10-27)
sNNLS___.m (726, 2016-10-27)
sparseNNLS.m (7157, 2016-10-27)
# l0-sparse-NMF
This package reproduces results from
Robert Peharz and Franz Pernkopf,
"Sparse Nonnegative Matrix Factorization with l0-constraints",
Neurocomputing, vol. 80, pp. 38--46, 2012.
In particular, it provides algorithms for approximate non-negative matrix factorization with l0-sparseness constraints.
PLEASE NOTE THE ACCOMPANYING LICENSE FILE (modified BSD, 3-Clause).
IF YOU USE THIS CODE FOR RESEARCH, PLEASE CITE THE PAPER ABOVE.
Overview:
NMFL0_H.m: implements approximate NMF with l0-sparseness constraints on the columns of H. See help text in m-file for further information.
NMFL0_W.m: implements approximate NMF with l0-sparseness constraints on the columns of W. See help text in m-file for further information.
sparseNNLS.m: implements several functions, such as nonnegative least squares (NNLS), sparse nonnegative least squares (sNNLS) and reverse sparse nonnegative least squares (rsNNLS). See help text in m-file for further information.
experiment_SparseCoder_SyntheticData.m: reproduces experiment in section 4.1
experiment_NMFL0_H_spectrogram.m: reproduces experiment in section 4.2
experiment_NMFL0_W_ORLFaces.m: reproduces experiment in section 4.3
example_*.m: shorter application examples
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