-
1
-
-
0033536012
-
Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays
-
DOI 10.1073/pnas.96.12.6745
-
U. Alon N. Barkai D. A. Notterman K. Gish S. Ybarra D. Mack A. J. Levine 1999 Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon cancer tissues Cell Biology 96 6745 6750 (Pubitemid 29274954)
-
(1999)
Proceedings of the National Academy of Sciences of the United States of America
, vol.96
, Issue.12
, pp. 6745-6750
-
-
Alon, U.1
Barka, N.2
Notterman, D.A.3
Gish, K.4
Ybarra, S.5
Mack, D.6
Levine, A.J.7
-
2
-
-
33947702051
-
Total-variation image deconvolution: A majorization-minimization approach
-
Bioucas-Dias, J., Figueiredo, M., & Oliveira, J. (2006). Total-variation image deconvolution: a majorization-minimization approach. In: Proc. IEEE international conference on acoustics, speech, and signal processing, Toulouse, France.
-
(2006)
Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing, Toulouse, France
-
-
Bioucas-Dias, J.1
Figueiredo, M.2
Oliveira, J.3
-
3
-
-
0037877567
-
Monotonicity of quadratic-approximation algorithms
-
996690 0723.65150 10.1007/BF00049423
-
D. Böhning B. G. Lindsay 1988 Monotonicity of quadratic- approximation algorithms Annals of the Institute of Statistical Mathematics 40 4 641 663 996690 0723.65150 10.1007/BF00049423
-
(1988)
Annals of the Institute of Statistical Mathematics
, vol.40
, Issue.4
, pp. 641-663
-
-
Böhning, D.1
Lindsay, B.G.2
-
4
-
-
0347548264
-
-
Springer Berlin 1108.65060
-
Bonnans, J. F., Gilbert, J. C., Lemaréchal, C., & Sagastizábal, C. A. (2006). Numerical optimization: theoretical and practical aspects. Berlin: Springer.
-
(2006)
Numerical Optimization: Theoretical and Practical Aspects
-
-
Bonnans, J.F.1
Gilbert, J.C.2
Lemaréchal, C.3
Sagastizábal, C.A.4
-
6
-
-
0002709342
-
Feature selection via concave minimization and support vector machines
-
Kaufmann San Francisco
-
Bradley, P. S., & Mangasarian, O. L. (1998). Feature selection via concave minimization and support vector machines. In Proc. 15th international conf. on machine learning (pp. 82-90). San Francisco: Kaufmann.
-
(1998)
Proc. 15th International Conf. on Machine Learning
, pp. 82-90
-
-
Bradley, P.S.1
Mangasarian, O.L.2
-
7
-
-
0001247848
-
Loadings and correlations in the interpretation of principal components
-
1342655 10.1080/757584614
-
J. Cadima I. Jolliffe 1995 Loadings and correlations in the interpretation of principal components Applied Statistics 22 203 214 1342655 10.1080/757584614
-
(1995)
Applied Statistics
, vol.22
, pp. 203-214
-
-
Cadima, J.1
Jolliffe, I.2
-
9
-
-
84898968483
-
A direct formulation for sparse PCA using semidefinite programming
-
L. K. Saul Y. Weiss L. Bottou (eds). MIT Press Cambridge
-
d'Aspremont, A., El Ghaoui, L., Jordan, M. I., & Lanckriet, G. R. G. (2005). A direct formulation for sparse PCA using semidefinite programming. In L. K. Saul, Y. Weiss, & L. Bottou (Eds.), Advances in neural information processing systems (Vol. 17, pp. 41-48). Cambridge: MIT Press.
-
(2005)
Advances in Neural Information Processing Systems
, vol.17
, pp. 41-48
-
-
D'Aspremont, A.1
El Ghaoui, L.2
Jordan, M.I.3
Lanckriet, G.R.G.4
-
10
-
-
34548514458
-
A direct formulation for sparse PCA using semidefinite programming
-
DOI 10.1137/050645506
-
A. d'Aspremont L. El Ghaoui M. I. Jordan G. R. G. Lanckriet 2007 A direct formulation for sparse PCA using semidefinite programming SIAM Review 49 3 434 448 2353806 1128.90050 10.1137/050645506 (Pubitemid 47377693)
-
(2007)
SIAM Review
, vol.49
, Issue.3
, pp. 434-448
-
-
D'Aspremont, A.1
El Ghaoui, L.2
Jordan, M.I.3
Lanckriet, G.R.G.4
-
12
-
-
7044231546
-
An iterative thresholding algorithm for linear inverse problems with a sparsity constraint
-
DOI 10.1002/cpa.20042
-
I. Daubechies M. Defrise C. D. Mol 2004 An iterative thresholding algorithm for linear inverse problems with a sparsity constraint Communications on Pure and Applied Mathematics 57 1413 1457 2077704 1077.65055 10.1002/cpa.20042 (Pubitemid 39427442)
-
(2004)
Communications on Pure and Applied Mathematics
, vol.57
, Issue.11
, pp. 1413-1457
-
-
Daubechies, I.1
Defrise, M.2
De Mol, C.3
-
13
-
-
0039305819
-
Applications of convex analysis to multidimensional scaling
-
J. R. Barra F. Brodeau G. Romier B. V. Cutsem (eds). North Holland Amsterdam
-
de Leeuw, J. (1977). Applications of convex analysis to multidimensional scaling. In J. R. Barra, F. Brodeau, G. Romier, & B. V. Cutsem (Eds.), Recent advantages in statistics (pp. 133-146). Amsterdam: North Holland.
-
(1977)
Recent Advantages in Statistics
, pp. 133-146
-
-
De Leeuw, J.1
-
15
-
-
3242708140
-
Least angle regression
-
DOI 10.1214/009053604000000067
-
B. Efron T. Hastie I. Johnstone R. Tibshirani 2004 Least angle regression Annals of Statistics 32 2 407 499 2060166 1091.62054 10.1214/009053604000000067 (Pubitemid 41250302)
-
(2004)
Annals of Statistics
, vol.32
, Issue.2
, pp. 407-499
-
-
Efron, B.1
Hastie, T.2
Johnstone, I.3
Tibshirani, R.4
Ishwaran, H.5
Knight, K.6
Loubes, J.-M.7
Massart, P.8
Madigan, D.9
Ridgeway, G.10
Rosset, S.11
Zhu, J.I.12
Stine, R.A.13
Turlach, B.A.14
Weisberg, S.15
Hastie, T.16
Johnstone, I.17
Tibshirani, R.18
-
16
-
-
0142215333
-
Log-det heuristic for matrix rank minimization with applications to Hankel and Euclidean distance matrices
-
Fazel, M., Hindi, H., & Boyd, S. (2003). Log-det heuristic for matrix rank minimization with applications to Hankel and Euclidean distance matrices. In: Proc. American control conference, Denver, Colorado.
-
(2003)
Proc. American Control Conference, Denver, Colorado
-
-
Fazel, M.1
Hindi, H.2
Boyd, S.3
-
17
-
-
36749072615
-
Majorization-minimization algorithms for wavelet-based image restoration
-
DOI 10.1109/TIP.2007.909318
-
M. A. T. Figueiredo J. M. Bioucas-Dias R. D. Nowak 2007 Majorization-minimization algorithms for wavelet-based image restoration IEEE Transactions on Image Processing 16 2980 2991 2472805 10.1109/TIP.2007.909318 (Pubitemid 350201231)
-
(2007)
IEEE Transactions on Image Processing
, vol.16
, Issue.12
, pp. 2980-2991
-
-
Figueiredo, M.A.T.1
Bioucas-Dias, J.M.2
Nowak, R.D.3
-
19
-
-
0033569406
-
Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring
-
10.1126/science.286.5439.531
-
T. R. Golub D. K. Slonim P. Tamayo C. Huard M. Gaasenbeek J. Mesirov H. Coller M. K. Loh J. R. Downing M. A. Caligiuri C. D. Bloomfield E. Lander 1999 Molecular classification of cancer: class discovery and class prediction by gene expression monitoring Science 286 531 537 10.1126/science.286.5439.531
-
(1999)
Science
, vol.286
, pp. 531-537
-
-
Golub, T.R.1
Slonim, D.K.2
Tamayo, P.3
Huard, C.4
Gaasenbeek, M.5
Mesirov, J.6
Coller, H.7
Loh, M.K.8
Downing, J.R.9
Caligiuri, M.A.10
Bloomfield, C.D.11
Lander, E.12
-
20
-
-
38249033167
-
Correspondence analysis with least absolute residuals
-
0624.62052 10.1016/0167-9473(87)90057-0
-
W. J. Heiser 1987 Correspondence analysis with least absolute residuals Computational Statistics and Data Analysis 5 337 356 0624.62052 10.1016/0167-9473(87)90057-0
-
(1987)
Computational Statistics and Data Analysis
, vol.5
, pp. 337-356
-
-
Heiser, W.J.1
-
22
-
-
58149421595
-
Analysis of a complex of statistical variables into principal components
-
10.1037/h0071325
-
H. Hotelling 1933 Analysis of a complex of statistical variables into principal components Journal of Educational Psychology 24 417 441 10.1037/h0071325
-
(1933)
Journal of Educational Psychology
, vol.24
, pp. 417-441
-
-
Hotelling, H.1
-
23
-
-
0000107975
-
Relations between two sets of variates
-
0015.40705
-
H. Hotelling 1936 Relations between two sets of variates Biometrika 28 321 377 0015.40705
-
(1936)
Biometrika
, vol.28
, pp. 321-377
-
-
Hotelling, H.1
-
24
-
-
0004262735
-
-
Wiley New York 0536.62025 10.1002/0471725250
-
Huber, P. J. (1981). Robust statistics. New York: Wiley.
-
(1981)
Robust Statistics
-
-
Huber, P.J.1
-
25
-
-
1342332031
-
A Tutorial on MM Algorithms
-
D. R. Hunter K. Lange 2004 A tutorial on MM algorithms The American Statistician 58 30 37 2055509 10.1198/0003130042836 (Pubitemid 38260327)
-
(2004)
American Statistician
, vol.58
, Issue.1
, pp. 30-37
-
-
Hunter, D.R.1
Lange, K.2
-
26
-
-
26444617168
-
Variable selection using MM algorithms
-
DOI 10.1214/009053605000000200
-
D. R. Hunter R. Li 2005 Variable selection using MM algorithms The Annals of Statistics 33 1617 1642 2166557 1078.62028 10.1214/009053605000000200 (Pubitemid 41423982)
-
(2005)
Annals of Statistics
, vol.33
, Issue.4
, pp. 1617-1642
-
-
Hunter, D.R.1
Li, R.2
-
27
-
-
0000118166
-
Two case studies in the application of principal components
-
10.2307/2985919
-
J. Jeffers 1967 Two case studies in the application of principal components Applied Statistics 16 225 236 10.2307/2985919
-
(1967)
Applied Statistics
, vol.16
, pp. 225-236
-
-
Jeffers, J.1
-
31
-
-
77950023906
-
Optimization transfer using surrogate objective functions with discussion
-
1819865 10.2307/1390605
-
K. Lange D. R. Hunter I. Yang 2000 Optimization transfer using surrogate objective functions with discussion Journal of Computational and Graphical Statistics 9 1 1 59 1819865 10.2307/1390605
-
(2000)
Journal of Computational and Graphical Statistics
, vol.9
, Issue.1
, pp. 1-59
-
-
Lange, K.1
Hunter, D.R.2
Yang, I.3
-
32
-
-
84898964201
-
Algorithms for non-negative matrix factorization
-
T. Leen T. Dietterich V. Tresp (eds). MIT Press Cambridge
-
Lee, D. D., & Seung, H. S. (2001). Algorithms for non-negative matrix factorization. In T. Leen, T. Dietterich, & V. Tresp (Eds.), Advances in neural information processing systems (Vol. 13, pp. 556-562). Cambridge: MIT Press.
-
(2001)
Advances in Neural Information Processing Systems
, vol.13
, pp. 556-562
-
-
Lee, D.D.1
Seung, H.S.2
-
34
-
-
0013284314
-
Automatic cross-language information retrieval using latent semantic indexing
-
G. Grefenstette (eds). Kluwer Academic Norwell
-
Littman, M. L., Dumais, S. T., & Landauer, T. K. (1998). Automatic cross-language information retrieval using latent semantic indexing. In G. Grefenstette (Ed.), Cross-language information retrieval (pp. 51-62). Norwell: Kluwer Academic.
-
(1998)
Cross-language Information Retrieval
, pp. 51-62
-
-
Littman, M.L.1
Dumais, S.T.2
Landauer, T.K.3
-
35
-
-
80053050337
-
Deflation methods for sparse PCA
-
D. Koller D. Schuurmans Y. Bengio L. Bottou (eds). MIT Press Cambridge
-
Mackey, L. (2009). Deflation methods for sparse PCA. In D. Koller, D. Schuurmans, Y. Bengio, & L. Bottou (Eds.), Advances in neural information processing systems (Vol. 21, pp. 1017-1024). Cambridge: MIT Press.
-
(2009)
Advances in Neural Information Processing Systems
, vol.21
, pp. 1017-1024
-
-
MacKey, L.1
-
36
-
-
0021427712
-
Principal variables
-
742924 0548.62037 10.2307/1268108
-
G. McCabe 1984 Principal variables Technometrics 26 137 144 742924 0548.62037 10.2307/1268108
-
(1984)
Technometrics
, vol.26
, pp. 137-144
-
-
McCabe, G.1
-
38
-
-
14344249153
-
Discussion on "optimization transfer using surrogate objective functions"
-
10.2307/1390609
-
X. L. Meng 2000 Discussion on "optimization transfer using surrogate objective functions" Journal of Computational and Graphical Statistics 9 1 35 43 10.2307/1390609
-
(2000)
Journal of Computational and Graphical Statistics
, vol.9
, Issue.1
, pp. 35-43
-
-
Meng, X.L.1
-
39
-
-
84898965347
-
A mathematical programming approach to the kernel Fisher algorithm
-
T. Leen T. Dietterich V. Tresp (eds). MIT Press Cambridge
-
Mika, S., Rätsch, G., & Müller, K. R. (2001). A mathematical programming approach to the kernel Fisher algorithm. In T. Leen, T. Dietterich, & V. Tresp (Eds.), Advances in neural information processing systems (Vol. 13). Cambridge: MIT Press.
-
(2001)
Advances in Neural Information Processing Systems
, vol.13
-
-
Mika, S.1
Rätsch, G.2
Müller, K.R.3
-
42
-
-
33749258669
-
Spectral bounds for sparse PCA: Exact and greedy algorithms
-
B. Schölkopf J. Platt T. Hoffman (eds). MIT Press Cambridge
-
Moghaddam, B., Weiss, Y., & Avidan, S. (2007b). Spectral bounds for sparse PCA: exact and greedy algorithms. In B. Schölkopf, J. Platt, & T. Hoffman (Eds.), Advances in neural information processing systems (Vol. 19). Cambridge: MIT Press.
-
(2007)
Advances in Neural Information Processing Systems
, vol.19
-
-
Moghaddam, B.1
Weiss, Y.2
Avidan, S.3
-
43
-
-
17444406259
-
Smooth minimization of non-smooth functions
-
DOI 10.1007/s10107-004-0552-5
-
Y. Nesterov 2005 Smooth minimization of non-smooth functions Mathematical Programming, Series A 103 127 152 2166537 1079.90102 10.1007/s10107-004-0552-5 (Pubitemid 40537674)
-
(2005)
Mathematical Programming
, vol.103
, Issue.1
, pp. 127-152
-
-
Nesterov, Yu.1
-
45
-
-
0347201147
-
Multiclass cancer diagnosis using tumor gene expression signatures
-
DOI 10.1073/pnas.211566398
-
S. Ramaswamy P. Tamayo R. Rifkin S. Mukherjee C. Yeang M. Angelo C. Ladd M. Reich E. Latulippe J. Mesirov T. Poggio W. Gerald M. Loda E. Lander T. Golub 2001 Multiclass cancer diagnosis using tumor gene expression signature Proceedings of the National Academy of Sciences 98 15,149 15,154 10.1073/pnas.211566398 (Pubitemid 34013984)
-
(2001)
Proceedings of the National Academy of Sciences of the United States of America
, vol.98
, Issue.26
, pp. 15149-15154
-
-
Ramaswamy, S.1
Tamayo, P.2
Rifkin, R.3
Mukherjee, S.4
Yeang, C.-H.5
Angelo, M.6
Ladd, C.7
Reich, M.8
Latulippe, E.9
Mesirov, J.P.10
Poggio, T.11
Gerald, W.12
Loda, M.13
Lander, E.S.14
Golub, T.R.15
-
46
-
-
0004267646
-
-
Princeton University Press Princeton 0193.18401
-
Rockafellar, R. T. (1970). Convex analysis. Princeton: Princeton University Press.
-
(1970)
Convex Analysis
-
-
Rockafellar, R.T.1
-
48
-
-
78149477774
-
On the convergence of the concave-convex procedure
-
Y. Bengio D. Schuurmans J. Lafferty C. K. I. Williams A. Culotta (eds). MIT Press Cambridge
-
Sriperumbudur, B. K., & Lanckriet, G. R. G. (2009). On the convergence of the concave-convex procedure. In Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, & A. Culotta (Eds.), Advances in neural information processing systems (Vol. 22, pp. 1759-1767). Cambridge: MIT Press.
-
(2009)
Advances in Neural Information Processing Systems
, vol.22
, pp. 1759-1767
-
-
Sriperumbudur, B.K.1
Lanckriet, G.R.G.2
-
50
-
-
80053050720
-
A d.c. programming approach to the sparse generalized eigenvalue problem
-
Sriperumbudur, B. K., Torres, D. A., & Lanckriet, G. R. G. (2009). A d.c. programming approach to the sparse generalized eigenvalue problem. In: Optimization for machine learning workshop, NIPS.
-
(2009)
Optimization for Machine Learning Workshop, NIPS
-
-
Sriperumbudur, B.K.1
Torres, D.A.2
Lanckriet, G.R.G.3
-
52
-
-
0037695279
-
-
World Scientific Singapore 1017.93004 10.1142/9789812776655
-
Suykens, J. A. K., Gestel, T. V., Brabanter, J. D., Moor, B. D., & Vandewalle, J. (2002). Least squares support vector machines. Singapore: World Scientific.
-
(2002)
Least Squares Support Vector Machines
-
-
Suykens, J.A.K.1
Gestel, T.V.2
Brabanter, J.D.3
Moor, B.D.4
Vandewalle, J.5
-
53
-
-
85194972808
-
Regression shrinkage and selection via the LASSO
-
1379242 0850.62538
-
R. Tibshirani 1996 Regression shrinkage and selection via the LASSO Journal of Royal Statistical Society, Series B 58 1 267 288 1379242 0850.62538
-
(1996)
Journal of Royal Statistical Society, Series B
, vol.58
, Issue.1
, pp. 267-288
-
-
Tibshirani, R.1
-
54
-
-
0001224048
-
Sparse Bayesian Learning and the Relevance Vector Machine
-
DOI 10.1162/15324430152748236
-
M. E. Tipping 2001 Sparse Bayesian learning and the relevance vector machine Journal of Machine Learning Research 1 211 244 1875838 0997.68109 (Pubitemid 33687203)
-
(2001)
Journal of Machine Learning Research
, vol.1
, Issue.3
, pp. 211-244
-
-
Tipping, M.E.1
-
55
-
-
57049111891
-
Identifying words that are musically meaningful
-
Torres, D., Turnbull, D., Barrington, L., & Lanckriet, G. R. G. (2007a). Identifying words that are musically meaningful. In: Proc. of international symposium on music information and retrieval.
-
(2007)
Proc. of International Symposium on Music Information and Retrieval
-
-
Torres, D.1
Turnbull, D.2
Barrington, L.3
Lanckriet, G.R.G.4
-
56
-
-
80053052312
-
Finding musically meaningful words using sparse CCA
-
Torres, D. A., Turnbull, D., Sriperumbudur, B. K., Barrington, L., & Lanckriet, G. R. G. (2007b). Finding musically meaningful words using sparse CCA. In: Music brain & cognition workshop, NIPS.
-
(2007)
Music Brain & Cognition Workshop, NIPS
-
-
Torres, D.A.1
Turnbull, D.2
Sriperumbudur, B.K.3
Barrington, L.4
Lanckriet, G.R.G.5
-
58
-
-
0030106462
-
Semidefinite programming
-
L. Vandenberghe S. Boyd 1996 Semidefinite programming SIAM Review 38 49 95 1379041 0845.65023 10.1137/1038003 (Pubitemid 126610912)
-
(1996)
SIAM Review
, vol.38
, Issue.1
, pp. 49-95
-
-
Vandenberghe, L.1
Boyd, S.2
-
59
-
-
84873588359
-
Inferring a semantic representation of text via cross-language correlation analysis
-
S. Becker S. Thrun K. Obermayer (eds). MIT Press Cambridge
-
Vinokourov, A., Shawe-Taylor, J., & Cristianini, N. (2003). Inferring a semantic representation of text via cross-language correlation analysis. In S. Becker, S. Thrun, & K. Obermayer (Eds.), Advances in neural information processing systems (Vol. 15, pp. 1473-1480). Cambridge: MIT Press.
-
(2003)
Advances in Neural Information Processing Systems
, vol.15
, pp. 1473-1480
-
-
Vinokourov, A.1
Shawe-Taylor, J.2
Cristianini, N.3
-
61
-
-
0037686659
-
The concave-convex procedure
-
DOI 10.1162/08997660360581958
-
A. L. Yuille A. Rangarajan 2003 The concave-convex procedure Neural Computation 15 915 936 1022.68112 10.1162/08997660360581958 (Pubitemid 37049812)
-
(2003)
Neural Computation
, vol.15
, Issue.4
, pp. 915-936
-
-
Yuille, A.L.1
Rangarajan, A.2
|