-
1
-
-
58149421595
-
Analysis of a complex of statistical variables into principal components
-
Sep
-
H. Hotelling, "Analysis of a complex of statistical variables into principal components," J. Educ. Psychol., vol. 24, no. 6, pp. 417-441, Sep. 1933.
-
(1933)
J. Educ. Psychol
, vol.24
, Issue.6
, pp. 417-441
-
-
Hotelling, H.1
-
3
-
-
0032629347
-
Fast and robust fixed-point algorithms for independent component analysis
-
May
-
A. Hyvarinen, "Fast and robust fixed-point algorithms for independent component analysis," IEEE Trans. Neural Netw., vol. 10, no. 3, pp. 626-634, May 1999.
-
(1999)
IEEE Trans. Neural Netw
, vol.10
, Issue.3
, pp. 626-634
-
-
Hyvarinen, A.1
-
4
-
-
0003905759
-
-
New York, NY, USA: Wiley
-
A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis. New York, NY, USA: Wiley, 2001
-
(2001)
Independent Component Analysis
-
-
Hyvärinen, A.1
Karhunen, J.2
Oja, E.3
-
5
-
-
0345824737
-
Network component analysis: Reconstruction of regulatory signals in biological systems
-
Dec
-
J. C. Liao, R. Boscolo, Y.-L. Yang, L. M. Tran, C. Sabatti, and V. P. Roychowdhury, "Network component analysis: Reconstruction of regulatory signals in biological systems," in Proc. Nat. Acad. Sci. United States Amer., vol. 100. Dec. 2003, pp. 15522-15527.
-
(2003)
Proc. Nat. Acad. Sci. United States Amer
, vol.100
, pp. 15522-15527
-
-
Liao, J.C.1
Boscolo, R.2
Yang, Y.-L.3
Tran, L.M.4
Sabatti, C.5
Roychowdhury, V.P.6
-
6
-
-
30344457314
-
A generalized framework for network component analysis
-
Oct./Dec
-
R. Boscolo, C. Sabatti, J. C. Liao, and V. P. Roychowdhury, "A generalized framework for network component analysis," IEEE/ACM Trans. Comput. Biol. Bioinf., vol. 2, no. 4, pp. 289-301, Oct./Dec. 2005.
-
(2005)
IEEE/ACM Trans. Comput. Biol. Bioinf
, vol.2
, Issue.4
, pp. 289-301
-
-
Boscolo, R.1
Sabatti, C.2
Liao, J.C.3
Roychowdhury, V.P.4
-
7
-
-
0033592606
-
Learning the parts of objects by nonnegative matrix factorization
-
Oct
-
D. Lee and H. S. Seung, "Learning the parts of objects by nonnegative matrix factorization," Nature, vol. 401, no. 6755, pp. 788-791, Oct. 1999.
-
(1999)
Nature
, vol.401
, Issue.6755
, pp. 788-791
-
-
Lee, D.1
Seung, H.S.2
-
8
-
-
0028561099
-
Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values
-
Jun
-
P. Paatero and U. Tapper, "Positive matrix factorization: A non-negative factor model with optimal utilization of error estimates of data values," Environmetrics, vol. 5, no. 2, pp. 111-126, Jun. 1994.
-
(1994)
Environmetrics
, vol.5
, Issue.2
, pp. 111-126
-
-
Paatero, P.1
Tapper, U.2
-
9
-
-
0030954231
-
Least squares formulation of robust non-negative factor analysis
-
May
-
P. Paatero, "Least squares formulation of robust non-negative factor analysis," Chemometrics Intell. Lab. Syst., vol. 37, no. 1, pp. 23-35, May 1997.
-
(1997)
Chemometrics Intell. Lab. Syst
, vol.37
, Issue.1
, pp. 23-35
-
-
Paatero, P.1
-
10
-
-
0033275630
-
The multilinear engine - A table-driven least squares program for solving multilinear problems, including the n-way parallel factor analysis model
-
P. Paatero, "The multilinear engine-A table-driven least squares program for solving multilinear problems, including the n-way parallel factor analysis model," J. Comput. Graph. Statist., vol. 8, no. 4, pp. 1-35, 1999.
-
(1999)
J. Comput. Graph. Statist
, vol.8
, Issue.4
, pp. 1-35
-
-
Paatero, P.1
-
11
-
-
84874880374
-
Matrix decomposition methods in bioinformatics
-
Apr
-
L. P. Tian, L. Liu, and F.-X. Wu, "Matrix decomposition methods in bioinformatics," Current Bioinf., vol. 8, no. 2, pp. 259-266, Apr. 2013.
-
(2013)
Current Bioinf
, vol.8
, Issue.2
, pp. 259-266
-
-
Tian, L.P.1
Liu, L.2
Wu, F.-X.3
-
12
-
-
34547844077
-
Sparse non-negative matrix factorizations via alternating non-negativity-constrained least squares for microarray data analysis
-
H. Kim and H. Park, "Sparse non-negative matrix factorizations via alternating non-negativity-constrained least squares for microarray data analysis," Bioinformatics, vol. 23, no. 12, pp. 1495-1502, 2007.
-
(2007)
Bioinformatics
, vol.23
, Issue.12
, pp. 1495-1502
-
-
Kim, H.1
Park, H.2
-
13
-
-
48249151183
-
Nonnegative matrix factorization: An analytical and interpretive tool in computational biology
-
Jul
-
K. Devarajan, "Nonnegative matrix factorization: An analytical and interpretive tool in computational biology," PLoS Comput. Biol., vol. 4, no. 7, p. e1000029, Jul. 2008.
-
(2008)
PLoS Comput. Biol
, vol.4
, Issue.7
, pp. e1000029
-
-
Devarajan, K.1
-
14
-
-
48249087654
-
Ensemble non-negative matrix factorization methods for clustering protein-protein interactions
-
D. Greene, G. Cagney, N. Krogan, and P. Cunningham, "Ensemble non-negative matrix factorization methods for clustering protein-protein interactions," Bioinformatics, vol. 24, no. 15, pp. 1722-1728, 2008.
-
(2008)
Bioinformatics
, vol.24
, Issue.15
, pp. 1722-1728
-
-
Greene, D.1
Cagney, G.2
Krogan, N.3
Cunningham, P.4
-
15
-
-
84882931754
-
Nonnegative least-squares methods for the classification of high dimensional biological data
-
Mar./Apr
-
Y. Li and A. Ngom, "Nonnegative least-squares methods for the classification of high dimensional biological data," IEEE/ACM Trans. Comput. Biol. Bioinf., vol. 10, no. 2, pp. 447-456, Mar./Apr. 2013.
-
(2013)
IEEE/ACM Trans. Comput. Biol. Bioinf
, vol.10
, Issue.2
, pp. 447-456
-
-
Li, Y.1
Ngom, A.2
-
16
-
-
84881249254
-
Classification approach based on non-negative least squares
-
Oct
-
Y. Li and A. Ngom, "Classification approach based on non-negative least squares," Neurocomputing, vol. 118, pp. 41-57, Oct. 2013.
-
(2013)
Neurocomputing
, vol.118
, pp. 41-57
-
-
Li, Y.1
Ngom, A.2
-
17
-
-
60149106101
-
Non-negative matrix factorization of gene expression profiles: A plug-in for brb-arraytools
-
Q. Qi, Y. Zhao, M. Li, and R. Simon, "Non-negative matrix factorization of gene expression profiles: A plug-in for BRB-ArrayTools," Bioinformatics, vol. 25, no. 4, pp. 545-547, 2009.
-
(2009)
Bioinformatics
, vol.25
, Issue.4
, pp. 545-547
-
-
Qi, Q.1
Zhao, Y.2
Li, M.3
Simon, R.4
-
18
-
-
25844488029
-
Document clustering using nonnegative matrix factorization
-
Mar
-
F. Shahnaz, M. W. Berry, V. Pauca, and R. J. Plemmons, "Document clustering using nonnegative matrix factorization," Inf. Process. Manag., vol. 42, no. 2, pp. 373-86, Mar. 2006.
-
(2006)
Inf. Process. Manag
, vol.42
, Issue.2
, pp. 373-386
-
-
Shahnaz, F.1
Berry, M.W.2
Pauca, V.3
Plemmons, R.J.4
-
19
-
-
1542347778
-
Document clustering based on nonnegative matrix factorization
-
W. Xu, X. Liu, and Y. Gong, "Document clustering based on nonnegative matrix factorization," in Proc. 26th Annu. Int. ACM SIGIR Conf. Res. Develop. Inf. Retr., 2003, pp. 267-73.
-
(2003)
Proc. 26th Annu. Int. ACM SIGIR Conf. Res. Develop. Inf. Retr
, pp. 267-273
-
-
Xu, W.1
Liu, X.2
Gong, Y.3
-
20
-
-
34547198396
-
Algorithms and applications for approximate nonnegative matrix factorization
-
M. Berry, M. Browne, A. Langville, V. Pauca, and R. Plemmons, "Algorithms and applications for approximate nonnegative matrix factorization," Comput. Statist. Data Anal., vol. 52, no. 1, pp. 155-173, 2007.
-
(2007)
Comput. Statist. Data Anal
, vol.52
, Issue.1
, pp. 155-173
-
-
Berry, M.1
Browne, M.2
Langville, A.3
Pauca, V.4
Plemmons, R.5
-
21
-
-
84900510076
-
Non-negative matrix factorization with sparseness constraints
-
Jan. 1
-
P. O. Hoyer, "Non-negative matrix factorization with sparseness constraints," J. Mach. Learn. Res., vol. 5, pp. 1457-1469, Jan. 1, 2014.
-
(2014)
J. Mach. Learn. Res
, vol.5
, pp. 1457-1469
-
-
Hoyer, P.O.1
-
22
-
-
33746239350
-
Extended smart algorithms for non-negative matrix factorization
-
New York, NY, USA: Springer-Verlag
-
A. Cichocki, S. Amari, R. Zdunek, R. Kompass, G. Hori, and Z. He, "Extended SMART algorithms for non-negative matrix factorization," in Artificial Intelligence and Soft Computing (Lecture Notes in Computer Science), vol. 4029. New York, NY, USA: Springer-Verlag, 2006, pp. 548-562.
-
(2006)
Artificial Intelligence and Soft Computing (Lecture Notes in Computer Science)
, vol.4029
, pp. 548-562
-
-
Cichocki, A.1
Amari, S.2
Zdunek, R.3
Kompass, R.4
Hori, G.5
He, Z.6
-
23
-
-
79953821926
-
Online blind source separation using incremental nonnegative matrix factorization with volume constraint
-
Apr
-
G. Zhou, Z. Yang, S. Xie, and J. M. Yang, "Online blind source separation using incremental nonnegative matrix factorization with volume constraint," Trans. Neural Netw., vol. 22, no. 4, pp. 550-560, Apr. 2011.
-
(2011)
Trans. Neural Netw
, vol.22
, Issue.4
, pp. 550-560
-
-
Zhou, G.1
Yang, Z.2
Xie, S.3
Yang, J.M.4
-
24
-
-
77954069195
-
A flexible r package for nonnegative matrix factorization
-
Jul
-
R. Gaujoux and C. Seoighe, "A flexible R package for nonnegative matrix factorization," BMC Bioinf., vol. 11, p. 367, Jul. 2010.
-
(2010)
BMC Bioinf
, vol.11
, pp. 367
-
-
Gaujoux, R.1
Seoighe, C.2
-
25
-
-
84876097941
-
The non-negative matrix factorization toolbox for biological data mining
-
Y. Li and A. Ngom, "The non-negative matrix factorization toolbox for biological data mining," BMC Sour. Code Biol. Med., vol. 8, no. 1, pp. 1-10, 2013.
-
(2013)
BMC Sour. Code Biol. Med
, vol.8
, Issue.1
, pp. 1-10
-
-
Li, Y.1
Ngom, A.2
-
26
-
-
84897584251
-
Nonnegative matrix factorization: A comprehensive review
-
Jun
-
Y. X. Wang and Y.-J. Zhang, "Nonnegative matrix factorization: A comprehensive review," IEEE Trans. Knowl. Data Eng., vol. 25, no. 6, pp. 1336-1353, Jun. 2013.
-
(2013)
IEEE Trans. Knowl. Data Eng
, vol.25
, Issue.6
, pp. 1336-1353
-
-
Wang, Y.X.1
Zhang, Y.-J.2
-
27
-
-
0001093042
-
Algorithms for non-negative matrix factorization
-
Cambridge, MA, USA: MIT Press
-
D. D. Lee and H. S. Seung, "Algorithms for non-negative matrix factorization," in NIPS. Cambridge, MA, USA: MIT Press, 2000.
-
(2000)
NIPS
-
-
Lee, D.D.1
Seung, H.S.2
-
28
-
-
34547433480
-
Accelerating the lee-seung algorithm for nonnegative matrix factorization
-
Rice Univ., Houston, TX, USA, Tech. Rep. TR-05-02
-
E. Gonzalez and Y. Zhang, "Accelerating the Lee-Seung algorithm for nonnegative matrix factorization," Dept. Comput. Appl. Math., Rice Univ., Houston, TX, USA, Tech. Rep. TR-05-02, 2005.
-
(2005)
Dept. Comput. Appl. Math
-
-
Gonzalez, E.1
Zhang, Y.2
-
29
-
-
36348966695
-
On the convergence of multiplicative update algorithms for nonnegative matrix factorization
-
Nov
-
C.-J. Lin, "On the convergence of multiplicative update algorithms for nonnegative matrix factorization," IEEE Trans. Neural Netw., vol. 18, no. 6, pp. 1589-1597, Nov. 2007.
-
(2007)
IEEE Trans. Neural Netw
, vol.18
, Issue.6
, pp. 1589-1597
-
-
Lin, C.-J.1
-
30
-
-
67349093319
-
Nonnegative matrix factorization based on alternating nonnegativity constrained least squares and active set method
-
May
-
H. Kim and H. Park, "Nonnegative matrix factorization based on alternating nonnegativity constrained least squares and active set method," SIAM J. Matrix Anal Appl., vol. 30, no. 2, pp. 713-730, May 2008.
-
(2008)
SIAM J. Matrix Anal Appl
, vol.30
, Issue.2
, pp. 713-730
-
-
Kim, H.1
Park, H.2
-
32
-
-
35548969471
-
Projected gradient methods for nonnegative matrix factorization
-
Oct
-
C.-J. Lin, "Projected gradient methods for nonnegative matrix factorization," Neural Comput., vol. 19, no. 10, pp. 2756-2779, Oct. 2007.
-
(2007)
Neural Comput
, vol.19
, Issue.10
, pp. 2756-2779
-
-
Lin, C.-J.1
-
33
-
-
33847718849
-
-
M. Chu, F. Diele, R. Plemmons, and S. Ragni. (2004). Optimality, computation, and interpretations of nonnegative matrix factorizations [Online]. Available: http://www.wfu.edu/~plemmons
-
(2004)
Optimality, Computation, and Interpretations of Nonnegative Matrix Factorizations [Online]
-
-
Chu, M.1
Diele, F.2
Plemmons, R.3
Ragni, S.4
-
34
-
-
33646682646
-
Nonnegative matrix factorization for spectral data analysis
-
Jul
-
P. Pauca, J. Piper, and R. Plemmons, "Nonnegative matrix factorization for spectral data analysis," Linear Algebra Appl., vol. 416, no. 1, pp. 29-47, Jul. 2006.
-
(2006)
Linear Algebra Appl
, vol.416
, Issue.1
, pp. 29-47
-
-
Pauca, P.1
Piper, J.2
Plemmons, R.3
-
35
-
-
33749255098
-
On the equivalence of nonnegative matrix factorization and spectral clustering
-
Newport Beach, CA, USA
-
C. Ding, X. He, and H. Simon, "On the equivalence of nonnegative matrix factorization and spectral clustering," in Proc. 5th SIAM Int. Conf. Data Mining, Newport Beach, CA, USA, 2005, pp. 606-615.
-
(2005)
Proc. 5th SIAM Int. Conf. Data Mining
, pp. 606-615
-
-
Ding, C.1
He, X.2
Simon, H.3
-
36
-
-
77951938107
-
Linear and nonlinear projective nonnegative matrix factorization
-
May
-
Z. Yang and E. Oja, "Linear and nonlinear projective nonnegative matrix factorization," IEEE Trans. Neural Netw., vol. 21, no. 5, pp. 734-749, May 2010.
-
(2010)
IEEE Trans. Neural Netw
, vol.21
, Issue.5
, pp. 734-749
-
-
Yang, Z.1
Oja, E.2
|