-
2
-
-
0035590060
-
An overview of analytic rotation in exploratory factor analysis
-
Browne MW (2001) An overview of analytic rotation in exploratory factor analysis. Multivar Behav Res 36: 111-150.
-
(2001)
Multivar Behav Res
, vol.36
, pp. 111-150
-
-
Browne, M.W.1
-
3
-
-
0001247848
-
Loadings and correlations in the interpretations of principal components
-
Cadima J, Jolliffe IT (1995) Loadings and correlations in the interpretations of principal components. J Appl Stat 22: 203-214.
-
(1995)
J Appl Stat
, vol.22
, pp. 203-214
-
-
Cadima, J.1
Jolliffe, I.T.2
-
4
-
-
0003205269
-
Variable selection and the interpretation of principal subspaces
-
Cadima J, Jolliffe IT (2001) Variable selection and the interpretation of principal subspaces. J Agric Biol Environ Stat 6: 62-79.
-
(2001)
J Agric Biol Environ Stat
, vol.6
, pp. 62-79
-
-
Cadima, J.1
Jolliffe, I.T.2
-
6
-
-
34548275795
-
The Dantzig selector: statistical estimation when p is much larger than n
-
Candès EJ, Tao T (2007) The Dantzig selector: statistical estimation when p is much larger than n. Ann Stat 35: 2313-2351.
-
(2007)
Ann Stat
, vol.35
, pp. 2313-2351
-
-
Candès, E.J.1
Tao, T.2
-
8
-
-
31344446168
-
Interpretable dimension reduction
-
Chipman HA, Gu H (2005) Interpretable dimension reduction. J Appl Stat 32: 969-987.
-
(2005)
J Appl Stat
, vol.32
, pp. 969-987
-
-
Chipman, H.A.1
Gu, H.2
-
9
-
-
0038143091
-
ORTHOMAX rotation problem. A differential equation approach
-
Chu MT, Trendafilov NT (1998) ORTHOMAX rotation problem. A differential equation approach. Behaviormetrika 25: 13-23.
-
(1998)
Behaviormetrika
, vol.25
, pp. 13-23
-
-
Chu, M.T.1
Trendafilov, N.T.2
-
10
-
-
34548514458
-
A direct formulation for sparse PCA using semidefinite programming
-
d'Aspremont A, Ghaoui L, Jordan M, Lanckriet G (2007) A direct formulation for sparse PCA using semidefinite programming. SIAM Rev 49: 434-448.
-
(2007)
SIAM Rev
, vol.49
, pp. 434-448
-
-
d'Aspremont, A.1
Ghaoui, L.2
Jordan, M.3
Lanckriet, G.4
-
11
-
-
48849086355
-
Optimal solutions for sparse principal component analysis
-
d'Aspremont A, Bach F, Ghaoui L (2008) Optimal solutions for sparse principal component analysis. J Mach Learn Res 9: 1269-1294.
-
(2008)
J Mach Learn Res
, vol.9
, pp. 1269-1294
-
-
d'Aspremont, A.1
Bach, F.2
Ghaoui, L.3
-
12
-
-
22044456314
-
The Cayley transform in the numerical solution of unitary differential systems
-
Diele F, Lopez L, Peluso R (1998) The Cayley transform in the numerical solution of unitary differential systems. Adv Comput Math 8: 317-334.
-
(1998)
Adv Comput Math
, vol.8
, pp. 317-334
-
-
Diele, F.1
Lopez, L.2
Peluso, R.3
-
13
-
-
80052891985
-
Bayesian robust principal component analysis
-
Ding X, He L, Carin L (2011) Bayesian robust principal component analysis. IEEE Trans Image Process 20: 3419-3430.
-
(2011)
IEEE Trans Image Process
, vol.20
, pp. 3419-3430
-
-
Ding, X.1
He, L.2
Carin, L.3
-
14
-
-
0041958932
-
Ideal spatial adaptation via wavelet shrinkage
-
Donoho DL, Johnstone IM (1994) Ideal spatial adaptation via wavelet shrinkage. Biometrika 81: 425-455.
-
(1994)
Biometrika
, vol.81
, pp. 425-455
-
-
Donoho, D.L.1
Johnstone, I.M.2
-
15
-
-
0000802374
-
The approximation of one matrix by another of lower rank
-
Eckart C, Young G (1936) The approximation of one matrix by another of lower rank. Psychometrika 1: 211-218.
-
(1936)
Psychometrika
, vol.1
, pp. 211-218
-
-
Eckart, C.1
Young, G.2
-
17
-
-
84868314938
-
Sparse principal components by semi-partition clustering
-
Enki D, Trendafilov NT (2012) Sparse principal components by semi-partition clustering. Comput Stat 4: 605-626.
-
(2012)
Comput Stat
, vol.4
, pp. 605-626
-
-
Enki, D.1
Trendafilov, N.T.2
-
18
-
-
84873809792
-
A clustering approach to interpretable principal components
-
Enki D, Trendafilov NT, Jolliffe IT (2013) A clustering approach to interpretable principal components. J Appl Stat 3: 583-599.
-
(2013)
J Appl Stat
, vol.3
, pp. 583-599
-
-
Enki, D.1
Trendafilov, N.T.2
Jolliffe, I.T.3
-
19
-
-
56749091502
-
Exact regularization of convex programs
-
Friedlander M, Tseng P (2007) Exact regularization of convex programs. SIAM J Optim 4: 1326-1350.
-
(2007)
SIAM J Optim
, vol.4
, pp. 1326-1350
-
-
Friedlander, M.1
Tseng, P.2
-
21
-
-
79952810412
-
Principal component analysis with sparse fused loadings
-
Guo F, Gareth J, Levina E, Michailidis G, Zhu J (2010) Principal component analysis with sparse fused loadings. J Comput Graph Stat 19: 947-962.
-
(2010)
J Comput Graph Stat
, vol.19
, pp. 947-962
-
-
Guo, F.1
Gareth, J.2
Levina, E.3
Michailidis, G.4
Zhu, J.5
-
23
-
-
0003406531
-
-
3rd edn., Chicago: University of Chicago Press
-
Harman HH (1976) Modern factor analysis, 3rd edn. University of Chicago Press, Chicago.
-
(1976)
Modern Factor Analysis
-
-
Harman, H.H.1
-
24
-
-
0001923282
-
Constrained multivariate analysis
-
In: Zanakis SH, Rustagi JS (eds), North-Holland, Amsterdam
-
Hausman RE (1982) Constrained multivariate analysis. In: Zanakis SH, Rustagi JS (eds) Optimization in statistics. North-Holland, Amsterdam, pp 137-151.
-
(1982)
Optimization in statistics
, pp. 137-151
-
-
Hausman, R.E.1
-
25
-
-
58149421595
-
Analysis of a complex of statistical variables into principal components
-
Hotelling H (1933) Analysis of a complex of statistical variables into principal components. J Educ Psychol 24(417-441): 498-520.
-
(1933)
J Educ Psychol
, vol.24
, Issue.417-441
, pp. 498-520
-
-
Hotelling, H.1
-
26
-
-
0000118166
-
Two case studies in the application of principal component analysis
-
Jeffers JNR (1967) Two case studies in the application of principal component analysis. Appl Stat 16: 225-236.
-
(1967)
Appl Stat
, vol.16
, pp. 225-236
-
-
Jeffers, J.N.R.1
-
27
-
-
70449597142
-
Rotation methods, algorithms, and standard errors
-
In: Cudeck R, MacCallum RC (eds), Lawrens Erlbaum Associates, Mahwah, NJ
-
Jennrich RI (2007) Rotation methods, algorithms, and standard errors. In: Cudeck R, MacCallum RC (eds) Factor analysis at 100. Lawrens Erlbaum Associates, Mahwah, NJ, pp 315-335.
-
(2007)
Factor analysis at 100
, pp. 315-335
-
-
Jennrich, R.I.1
-
28
-
-
66549088006
-
On consistency and sparsity for principal components analysis in high dimensions
-
Johnstone IM, Lu AY (2009) On consistency and sparsity for principal components analysis in high dimensions. J Am Stat Assoc 104: 682-693.
-
(2009)
J Am Stat Assoc
, vol.104
, pp. 682-693
-
-
Johnstone, I.M.1
Lu, A.Y.2
-
30
-
-
23044521947
-
The simplified component technique: An alternative to rotated principal components
-
Jolliffe IT, Uddin M (2000) The simplified component technique: An alternative to rotated principal components. J Comput Graph Stat 9: 689-710.
-
(2000)
J Comput Graph Stat
, vol.9
, pp. 689-710
-
-
Jolliffe, I.T.1
Uddin, M.2
-
33
-
-
84866263494
-
An augmented Lagrangian approach for sparse principal component analysis
-
Lu Z, Zhang Y (2012) An augmented Lagrangian approach for sparse principal component analysis. Math Program Ser A 135: 149-193.
-
(2012)
Math Program Ser A
, vol.135
, pp. 149-193
-
-
Lu, Z.1
Zhang, Y.2
-
39
-
-
0000325341
-
On lines and planes of closest fit to systems of points in space
-
Pearson K (1901) On lines and planes of closest fit to systems of points in space. Philos Mag 2: 559-572.
-
(1901)
Philos Mag
, vol.2
, pp. 559-572
-
-
Pearson, K.1
-
40
-
-
84867630261
-
Sparse principal component analysis by choice of norm
-
Qi X, Luo R, Zhao H (2013) Sparse principal component analysis by choice of norm. J Multivar Anal 114: 127-160.
-
(2013)
J Multivar Anal
, vol.114
, pp. 127-160
-
-
Qi, X.1
Luo, R.2
Zhao, H.3
-
42
-
-
4644264519
-
Simple component analysis
-
Rousson V, Gasser T (2004) Simple component analysis. Appl Stat 53: 539-555.
-
(2004)
Appl Stat
, vol.53
, pp. 539-555
-
-
Rousson, V.1
Gasser, T.2
-
43
-
-
43049086717
-
Sparse principal component analysis via regularized low-rank matrix approximation
-
Shen H, Huang JZ (2008) Sparse principal component analysis via regularized low-rank matrix approximation. J Multivar Anal 99: 1015-1034.
-
(2008)
J Multivar Anal
, vol.99
, pp. 1015-1034
-
-
Shen, H.1
Huang, J.Z.2
-
44
-
-
80053050395
-
A majorization-minimization approach to the sparse generalized eigenvalue problem
-
Sriperumbudur BK, Torres DA, Lanckriet GRG (2011) A majorization-minimization approach to the sparse generalized eigenvalue problem. Mach Learn 85: 3-39.
-
(2011)
Mach Learn
, vol.85
, pp. 3-39
-
-
Sriperumbudur, B.K.1
Torres, D.A.2
Lanckriet, G.R.G.3
-
45
-
-
0004128596
-
-
Chicago, IL: University of Chicago Press
-
Thurstone LL (1935) The vectors of mind. University of Chicago Press, Chicago, IL.
-
(1935)
The Vectors of Mind
-
-
Thurstone, L.L.1
-
47
-
-
0001287271
-
Regression shrinkage and selection via the LASSO
-
Tibshirani R (1996) Regression shrinkage and selection via the LASSO. J R Stat Soc 58: 267-288.
-
(1996)
J R Stat Soc
, vol.58
, pp. 267-288
-
-
Tibshirani, R.1
-
48
-
-
0011047504
-
A continuous-time approach to the oblique Procrustes problem
-
Trendafilov NT (1999) A continuous-time approach to the oblique Procrustes problem. Behaviormetrika 26: 167-181.
-
(1999)
Behaviormetrika
, vol.26
, pp. 167-181
-
-
Trendafilov, N.T.1
-
49
-
-
24644479207
-
Projected gradient approach to the numerical solution of the SCoTLASS
-
Trendafilov NT, Jolliffe IT (2006) Projected gradient approach to the numerical solution of the SCoTLASS. Comput Stat Data Anal 50: 242-253.
-
(2006)
Comput Stat Data Anal
, vol.50
, pp. 242-253
-
-
Trendafilov, N.T.1
Jolliffe, I.T.2
-
51
-
-
62849102881
-
Clustering and disjoint principal component analysis
-
Vichi M, Saporta G (2009) Clustering and disjoint principal component analysis. Comput Stat Data Anal 53: 3194-3208.
-
(2009)
Comput Stat Data Anal
, vol.53
, pp. 3194-3208
-
-
Vichi, M.1
Saporta, G.2
-
52
-
-
0034354646
-
Simple principal components
-
Vines SK (2000) Simple principal components. Appl Stat 49: 441-451.
-
(2000)
Appl Stat
, vol.49
, pp. 441-451
-
-
Vines, S.K.1
-
53
-
-
70149096300
-
A penalized matrix decomposition, with applications to sparse principal components and canonical correlation
-
Witten DM, Tibshirani R, Hastie T (2009) A penalized matrix decomposition, with applications to sparse principal components and canonical correlation. Biostatistics 10: 515-534.
-
(2009)
Biostatistics
, vol.10
, pp. 515-534
-
-
Witten, D.M.1
Tibshirani, R.2
Hastie, T.3
-
56
-
-
34548536008
-
On the "degrees of freedom" of the LASSO
-
Zou H, Hastie T, Tibshirani R (2007) On the "degrees of freedom" of the LASSO. Ann Stat 35: 2173-2192.
-
(2007)
Ann Stat
, vol.35
, pp. 2173-2192
-
-
Zou, H.1
Hastie, T.2
Tibshirani, R.3
|