Regularized neighborhood component analysis

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4522 LNCS, Issue , 2007, Pages 253-262

  Yang, Zhirong ^a   Laaksonen, Jorma ^a  

^a AALTO UNIVERSITY   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

IMAGE PROCESSING; LEARNING SYSTEMS; PROBLEM SOLVING; VISUALIZATION;

NEIGHBORHOOD COMPONENT ANALYSIS (NCA); RELEVANT COMPONENT ANALYSIS (RCA);

FEATURE EXTRACTION;

EID: 38049001159     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-73040-8_26     Document Type: Conference Paper

References (12)

1. Chen, Z., Haykin, S.: On different facets of regularization theory. Neural Computation 14, 2791-2846 (2002)
2. Cristianini, N., Shawe-Taylor, J.: An Introduction to Support Vector Machines. Cambridge University Press, Cambridge (2000)
3. Fisher, RA.: The use of multiple measurements in taxonomie problems. Annals of Eugenics vol. 7 (1963)
4. Flynn, P.J., Bowyer, K.W., Phillips, P.J.: Assessment of time dependency in face recognition: An initial study. Audio- and Video-Based Biometric Person Authentication, pp. 44-51 (2003)
5. Girosi, F., Jones, M., Poggio, T.: Regularization theory and neural networks architectures. Neural Computation 7(2), 219-269 (1995)
6. Goldberger, J., Roweis, S.T., Hintori, G.E., Salakhutdinov, R.: Neighbourhood components analysis. In: NIPS 2004 (2004)
7. Golub, G.H., van Loan, C.F.: Gene H, 2nd edn. The Johns Hopkins University Press, Baltimore (1989)
8. Peltonen, J., Kaski, S.: Discriminative components of data. IEEE Transactions on Neural Networks 16(1), 68-83 (2005)
9. Phillips, P.J., Moon, H., Rizvi, S.A., Rauss, P.J.: The FERET evaluation methodology for face recognition algorithms. IEEE Trans. Pattern Analysis and Machine Intelligence 22, 1090-1104 (2000)
10. Schölkopf, B., Smola, A.: Learning with Kernels. MIT Press, Cambridge, MA (2002)
11. Tibshirani, R.: Regression shrinkage and selection via the lasso. J. Royal. Statist. Soc. B. 58(1), 267-288 (1996)
12. Yang, Z., Laaksonen, J.: Zhirong Yang and Jorma Laaksonen. In: Singh, S., Singh, M., Apte, C., Perner, P. (eds.) ICAPR 2005. LNCS, vol. 3687, pp. 216-225. Springer, Heidelberg (2005)