Kernel sparse representation based classification

作者: Jun Yin , Zhonghua Liu , Zhong Jin , Wankou Yang

DOI: 10.1016/J.NEUCOM.2011.08.018

关键词:

摘要: Sparse representation has attracted great attention in the past few years. Sparse representation based classification (SRC) algorithm was developed and successfully used for …

参考文章(23)
AM Martinez, R Benavente, The AR face database CVC Technical Report24. ,vol. 24, ,(1998)
Sotiris B. Kotsiantis, Supervised Machine Learning: A Review of Classification Techniques Informatica (lithuanian Academy of Sciences). ,vol. 31, pp. 249- 268 ,(2007)
P.J. Phillips, Hyeonjoon Moon, S.A. Rizvi, P.J. Rauss, The FERET evaluation methodology for face-recognition algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 1090- 1104 ,(2000) , 10.1109/34.879790
David L. Donoho, For most large underdetermined systems of linear equations the minimal 1-norm solution is also the sparsest solution Communications on Pure and Applied Mathematics. ,vol. 59, pp. 797- 829 ,(2006) , 10.1002/CPA.20132
Julien Mairal, Guillermo Sapiro, Michael Elad, Learning multiscale sparse representations for image and video restoration Multiscale Modeling & Simulation. ,vol. 7, pp. 214- 241 ,(2008) , 10.1137/070697653
Edoardo Amaldi, Viggo Kann, On the approximability of minimizing nonzero variables or unsatisfied relations in linear systems Theoretical Computer Science. ,vol. 209, pp. 237- 260 ,(1998) , 10.1016/S0304-3975(97)00115-1
Scott Shaobing Chen, David L. Donoho, Michael A. Saunders, Atomic Decomposition by Basis Pursuit SIAM Review. ,vol. 43, pp. 129- 159 ,(2001) , 10.1137/S003614450037906X
Ella Bingham, Heikki Mannila, Random projection in dimensionality reduction: applications to image and text data knowledge discovery and data mining. pp. 245- 250 ,(2001) , 10.1145/502512.502546
Gunnar Rätsch, Bernhard Schölkopf, Sebastian Mika, Alex J. Smola, Klaus-Robert Müller, Jason Weston, Invariant Feature Extraction and Classification in Kernel Spaces neural information processing systems. ,vol. 12, pp. 526- 532 ,(1999)
David L. Donoho, Yaakov Tsaig, Fast Solution of $\ell _{1}$ -Norm Minimization Problems When the Solution May Be Sparse IEEE Transactions on Information Theory. ,vol. 54, pp. 4789- 4812 ,(2008) , 10.1109/TIT.2008.929958