메뉴 건너뛰기




Volumn 63, Issue , 2015, Pages 71-77

New SVD based initialization strategy for non-negative matrix factorization

Author keywords

NMF; NNDSVD; Non negative matrix factorization; Singular value decomposition; SVD; SVD NMF

Indexed keywords

ALGORITHMS; APPROXIMATION ALGORITHMS; FACTORIZATION; OBJECT-ORIENTED DATABASES; RANDOM ERRORS; SINGULAR VALUE DECOMPOSITION;

EID: 84937232037     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patrec.2015.05.019     Document Type: Article
Times cited : (57)

References (23)
  • 2
    • 36749071484 scopus 로고    scopus 로고
    • Svd based initialization: a head start for nonnegative matrix factorization
    • C. Boutsidis, and E. Gallopoulos Svd based initialization: a head start for nonnegative matrix factorization Pattern Recognit. 41 4 2008 1350 1362
    • (2008) Pattern Recognit. , vol.41 , Issue.4 , pp. 1350-1362
    • Boutsidis, C.1    Gallopoulos, E.2
  • 5
    • 67049146331 scopus 로고    scopus 로고
    • Non-negative matrix factorization for combinatorial optimization: spectral clustering, graph matching, and clique finding
    • C. Ding, T. Li, and M. Jordan Non-negative matrix factorization for combinatorial optimization: spectral clustering, graph matching, and clique finding Proceedings of the Eighth IEEE International Conference on Data Mining 2008 183 192
    • (2008) Proceedings of the Eighth IEEE International Conference on Data Mining , pp. 183-192
    • Ding, C.1    Li, T.2    Jordan, M.3
  • 6
    • 33750737012 scopus 로고    scopus 로고
    • Non-negative matrix factorization and probabilistic latent semantic indexing: equivalence, chi-square statistic, and a hybrid method
    • C. Ding, T. Li, and W. Peng Non-negative matrix factorization and probabilistic latent semantic indexing: equivalence, chi-square statistic, and a hybrid method Proceedings of the National Conference on Artificial Intelligence 2006
    • (2006) Proceedings of the National Conference on Artificial Intelligence
    • Ding, C.1    Li, T.2    Peng, W.3
  • 7
    • 41249089920 scopus 로고    scopus 로고
    • On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing
    • C. Ding, T. Li, and W. Peng On the equivalence between non-negative matrix factorization and probabilistic latent semantic indexing Comput. Stat. Data Anal. 52 2008 3913 3927
    • (2008) Comput. Stat. Data Anal. , vol.52 , pp. 3913-3927
    • Ding, C.1    Li, T.2    Peng, W.3
  • 8
    • 0001930482 scopus 로고
    • Matrix nearest problems and applications
    • M. Gover, S. Barnett, Oxford University Press
    • N. Higham Matrix nearest problems and applications M. Gover, S. Barnett, Applications of Matrix Theory 1989 Oxford University Press 1 27
    • (1989) Applications of Matrix Theory , pp. 1-27
    • Higham, N.1
  • 9
    • 79958216387 scopus 로고    scopus 로고
    • Using population based algorithms for initializing nonnegative matrix factorization
    • A. Janecek, and Y. Tan Using population based algorithms for initializing nonnegative matrix factorization ICSI 2011, Part II, LNCS 6729 2011 307 316
    • (2011) ICSI 2011, Part II, LNCS 6729 , pp. 307-316
    • Janecek, A.1    Tan, Y.2
  • 11
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by non-negative matrix factorization
    • D.D. Lee, and H.S. Seung Learning the parts of objects by non-negative matrix factorization Nature 401 1999 788 791
    • (1999) Nature , vol.401 , pp. 788-791
    • Lee, D.D.1    Seung, H.S.2
  • 12
    • 0001093042 scopus 로고    scopus 로고
    • Algorithms for non-negative matrix factorization
    • D.D. Lee, and H.S. Seung Algorithms for non-negative matrix factorization In Adv. Neural Inf. Process. 13 2000 556 562
    • (2000) In Adv. Neural Inf. Process. , vol.13 , pp. 556-562
    • Lee, D.D.1    Seung, H.S.2
  • 15
  • 17
    • 84872085745 scopus 로고    scopus 로고
    • U. C. Version
    • U. C. Version, Yale university face database. http://vision.ucsd.edu/content/yale-face-database.
    • Yale university face database
  • 19
    • 12344317125 scopus 로고    scopus 로고
    • Improving non-negative matrix factorizations through structured initialization
    • S. Wild, J. Curry, and A. Dougherty Improving non-negative matrix factorizations through structured initialization Pattern Recognit. 37 2004 2217 2232
    • (2004) Pattern Recognit. , vol.37 , pp. 2217-2232
    • Wild, S.1    Curry, J.2    Dougherty, A.3
  • 20
    • 84904310016 scopus 로고    scopus 로고
    • Image clustering based on sparse patch alignment framework
    • J. Yu, R. Hong, M. Wang, and J. You Image clustering based on sparse patch alignment framework Pattern Recognit. 47 2014 3512 3519
    • (2014) Pattern Recognit. , vol.47 , pp. 3512-3519
    • Yu, J.1    Hong, R.2    Wang, M.3    You, J.4
  • 21
    • 84911897421 scopus 로고    scopus 로고
    • High-order distance based multiview stochastic learning in image classification
    • J. Yu, Y. Rui, Y.Y. Tang, and D. Tao High-order distance based multiview stochastic learning in image classification IEEE Trans. Cybern. 44 12 2014 2431 2442
    • (2014) IEEE Trans. Cybern. , vol.44 , Issue.12 , pp. 2431-2442
    • Yu, J.1    Rui, Y.2    Tang, Y.Y.3    Tao, D.4
  • 22
    • 84862575703 scopus 로고    scopus 로고
    • Adaptive hypergraph learning and its application in image classification
    • J. Yu, D. Tao, and M. Wang Adaptive hypergraph learning and its application in image classification IEEE Trans. Image Process. 7 2012 3262 3272
    • (2012) IEEE Trans. Image Process. , vol.7 , pp. 3262-3272
    • Yu, J.1    Tao, D.2    Wang, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.