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Volumn 2, Issue , 2012, Pages 935-941

Sparse principal component analysis with constraints

Author keywords

[No Author keywords available]

Indexed keywords

CLASSICAL PRINCIPAL COMPONENT ANALYSIS; CONVEX RELAXATION; EMPIRICAL EVALUATIONS; FEATURE GROUPING; IN-PROCESS MONITORING; LINEAR COMBINATIONS; OPTIMIZATION PROBLEMS; OPTIMIZATION PROCEDURES; REAL-WORLD PROBLEM; SOCIAL NETWORKS; SPARSE PRINCIPAL COMPONENT ANALYSIS;

EID: 84868267952     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (22)

References (26)
  • 1
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    • High-dimensional analysis of semidefinite relaxations for sparse principal components
    • Amini, A., and Wainwright, M. 2009. High-dimensional analysis of semidefinite relaxations for sparse principal components. The Annals of Statistics 27(5B):2877-2921.
    • (2009) The Annals of Statistics , vol.27 , Issue.5 B , pp. 2877-2921
    • Amini, A.1    Wainwright, M.2
  • 2
    • 0001247848 scopus 로고
    • Loadings and correlations in the interpretation of principal components
    • Cadima, J., and Jolliffe, I. T. 1995. Loadings and correlations in the interpretation of principal components. Journal of Applied Statistics 22:203-214.
    • (1995) Journal of Applied Statistics , vol.22 , pp. 203-214
    • Cadima, J.1    Jolliffe, I.T.2
  • 4
    • 34548514458 scopus 로고    scopus 로고
    • A direct formulation of sparse PCA using semidefinite programming
    • d'Aspremont, A.; El Ghaoui, L. E.; Jordan, M.; and Lanckriet., G. 2007. A direct formulation of sparse PCA using semidefinite programming. SIAM Review 49(3).
    • (2007) SIAM Review , vol.49 , Issue.3
    • D'Aspremont, A.1    El Ghaoui, L.E.2    Jordan, M.3    Lanckriet, G.4
  • 5
    • 0027561446 scopus 로고
    • A plant-wide industrial process control problem
    • Downs, D., and Vogel, E. 1993. A plant-wide industrial process control problem. Computers and Chemical Engineering 17(3):245-255.
    • (1993) Computers and Chemical Engineering , vol.17 , Issue.3 , pp. 245-255
    • Downs, D.1    Vogel, E.2
  • 7
    • 0002226018 scopus 로고
    • Rotation of principal components: Choice of normalization constraints
    • Jolliffe, I. T. 1995. Rotation of principal components: choice of normalization constraints. Journal of Applied Statistics 22:29-35.
    • (1995) Journal of Applied Statistics , vol.22 , pp. 29-35
    • Jolliffe, I.T.1
  • 11
    • 43049086717 scopus 로고    scopus 로고
    • Sparse principal component analysis via regularized low rank matrix approximation
    • Shen, H., and Huang, J. Z. 2008. Sparse principal component analysis via regularized low rank matrix approximation. Journal of Multivar. Anal 99:1015-1034.
    • (2008) Journal of Multivar. Anal , vol.99 , pp. 1015-1034
    • Shen, H.1    Huang, J.Z.2
  • 21
    • 76849100172 scopus 로고    scopus 로고
    • Decentralized Fault Diagnosis of Large-Scale Processes Using Multiblock Kernel Partial Least Squares
    • Zhang, Y.; Zhou, H.; Qin, S. J.; and Chai, T. 2010. Decentralized Fault Diagnosis of Large-Scale Processes Using Multiblock Kernel Partial Least Squares. IEEE Transactions on Industrial Informatics 6:3-10.
    • (2010) IEEE Transactions on Industrial Informatics , vol.6 , pp. 3-10
    • Zhang, Y.1    Zhou, H.2    Qin, S.J.3    Chai, T.4
  • 22
    • 84862791006 scopus 로고    scopus 로고
    • Decentralized fault detection and diagnosis via sparse PCA based decomposition and Maximum Entropy decision fusion
    • Grbovic, M., and Vucetic, S. 2012. Decentralized fault detection and diagnosis via sparse PCA based decomposition and Maximum Entropy decision fusion. Journal of Process Control 22:738-750.
    • (2012) Journal of Process Control , vol.22 , pp. 738-750
    • Grbovic, M.1    Vucetic, S.2
  • 23
    • 0033296299 scopus 로고    scopus 로고
    • Using SEDUMI 1.0x, a MATLAB toolbox for optimization over symmetric cones
    • Sturm, J. 1999. Using SEDUMI 1.0x, a MATLAB toolbox for optimization over symmetric cones. Optimization Methods and Software 11:625-653.
    • (1999) Optimization Methods and Software , vol.11 , pp. 625-653
    • Sturm, J.1
  • 25
    • 57249107300 scopus 로고    scopus 로고
    • Smooth optimization with approximate gradient
    • d'Aspremont, A. 2008. Smooth optimization with approximate gradient. SIAM Journal on Optimization 19:1171-1183
    • (2008) SIAM Journal on Optimization , vol.19 , pp. 1171-1183


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.