메뉴 건너뛰기




Volumn 5, Issue 4, 2011, Pages 2403-2424

Prototype selection for interpretable classification

(2)  Bien, Jacob a   Tibshirani, Robert a  

a NONE

Author keywords

Classification; Integer program; Nearest neighbors; Prototypes; Set cover

Indexed keywords


EID: 84870262218     PISSN: 19326157     EISSN: 19417330     Source Type: Journal    
DOI: 10.1214/11-AOAS495     Document Type: Article
Times cited : (281)

References (32)
  • 1
    • 36948999941 scopus 로고    scopus 로고
    • Univ. California, Irvine, School of Information and Computer Sciences
    • Asuncion, A. and Newman, D. J. (2007). UCI Machine Learning Repository. Univ. California, Irvine, School of Information and Computer Sciences.
    • (2007) UCI Machine Learning Repository
    • Asuncion, A.1    Newman, D.J.2
  • 3
    • 4043109157 scopus 로고    scopus 로고
    • Approximation algorithms for the class cover problem
    • Cannon, A. H. and Cowen, L. J. (2004). Approximation algorithms for the class cover problem. Ann. Math. Artif. Intell. 40 215-223.
    • (2004) Ann. Math. Artif. Intell , vol.40 , pp. 215-223
    • Cannon, A.H.1    Cowen, L.J.2
  • 4
    • 0347763609 scopus 로고    scopus 로고
    • Using evolutionary algorithms as instance selection for data reduction in KDD: An experimental study
    • Cano, J. R., Herrera, F. and Lozano, M. (2003). Using evolutionary algorithms as instance selection for data reduction in KDD: An experimental study. IEEE Transactions on Evolutionary Computation 7 561-575.
    • (2003) IEEE Transactions on Evolutionary Computation , vol.7 , pp. 561-575
    • Cano, J.R.1    Herrera, F.2    Lozano, M.3
  • 5
    • 33845982223 scopus 로고    scopus 로고
    • Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability
    • Cano, J. R., Herrera, F. and Lozano, M. (2007). Evolutionary stratified training set selection for extracting classification rules with trade off precision-interpretability. Data and Knowledge Engineering 60 90-108.
    • (2007) Data and Knowledge Engineering , vol.60 , pp. 90-108
    • Cano, J.R.1    Herrera, F.2    Lozano, M.3
  • 6
    • 34249328036 scopus 로고    scopus 로고
    • A new family of random graphs for testing spatial segregation
    • Ceyhan, E., Priebe, C. E. and Marchette, D. J. (2007). A new family of random graphs for testing spatial segregation. Canad. J. Statist. 35 27-50.
    • (2007) Canad. J. Statist , vol.35 , pp. 27-50
    • Ceyhan, E.1    Priebe, C.E.2    Marchette, D.J.3
  • 9
    • 0037108224 scopus 로고    scopus 로고
    • A SLLN for a one-dimensional class cover problem
    • DeVinney, J. and Wierman, J. C. (2002). A SLLN for a one-dimensional class cover problem. Statist. Probab. Lett. 59 425-435.
    • (2002) Statist. Probab. Lett , vol.59 , pp. 425-435
    • DeVinney, J.1    Wierman, J.C.2
  • 10
    • 67349169047 scopus 로고    scopus 로고
    • A novel template reduction approach for the K-nearest neighbor method
    • Fayed, H. A. and Atiya, A. F. (2009). A novel template reduction approach for the K-nearest neighbor method. IEEE Transactions on Neural Networks 20 890-896.
    • (2009) IEEE Transactions on Neural Networks , vol.20 , pp. 890-896
    • Fayed, H.A.1    Atiya, A.F.2
  • 11
    • 0032108328 scopus 로고    scopus 로고
    • A threshold of lnn for approximating set cover
    • Feige, U. (1998). A threshold of lnn for approximating set cover. J. ACM 45 634-652.
    • (1998) J. ACM , vol.45 , pp. 634-652
    • Feige, U.1
  • 12
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman, J. H., Hastie, T. and Tibshirani, R. (2010). Regularization paths for generalized linear models via coordinate descent. Journal of Statistical Software 33 1-22.
    • (2010) Journal of Statistical Software , vol.33 , pp. 1-22
    • Friedman, J.H.1    Hastie, T.2    Tibshirani, R.3
  • 13
    • 84931162639 scopus 로고
    • The condensed nearest-neighbor rule
    • Hart, P. (1968). The condensed nearest-neighbor rule. IEEE Trans. Inform. Theory 14 515-516.
    • (1968) IEEE Trans. Inform. Theory , vol.14 , pp. 515-516
    • Hart, P.1
  • 14
    • 0040906782 scopus 로고    scopus 로고
    • Models and metrics for handwritten digit recognition
    • Hastie, T. and Simard, P. Y. (1998). Models and metrics for handwritten digit recognition. Statist. Sci. 13 54-65.
    • (1998) Statist. Sci , vol.13 , pp. 54-65
    • Hastie, T.1    Simard, P.Y.2
  • 17
    • 0003410791 scopus 로고    scopus 로고
    • 3rd ed, Springer Series in Information Sciences 30. Springer, Berlin
    • Kohonen, T. (2001). Self-Organizing Maps, 3rd ed. Springer Series in Information Sciences 30. Springer, Berlin.
    • (2001) Self-Organizing Maps
    • Kohonen, T.1
  • 19
    • 1542714925 scopus 로고    scopus 로고
    • Mismatch string kernels for discriminative protein classification
    • Leslie, C. S., Eskin, E., Cohen, A., Weston, J. and Noble, W. S. (2004). Mismatch string kernels for discriminative protein classification. Bioinformatics 20 467-476.
    • (2004) Bioinformatics , vol.20 , pp. 467-476
    • Leslie, C.S.1    Eskin, E.2    Cohen, A.3    Weston, J.4    Noble, W.S.5
  • 20
    • 33745421067 scopus 로고    scopus 로고
    • Experimental study on prototype optimisation algorithms for prototype-based classification in vector spaces
    • Lozano, M., Sotoca, J. M., Sánchez, J. S., Pla, F., Pkalska, E. and Duin, R. P. W. (2006). Experimental study on prototype optimisation algorithms for prototype-based classification in vector spaces. Pattern Recognition 39 1827-1838.
    • (2006) Pattern Recognition , vol.39 , pp. 1827-1838
    • Lozano, M.1    Sotoca, J.M.2    Sánchez, J.S.3    Pla, F.4    Pkalska, E.5    Duin, R.P.W.6
  • 22
    • 73849133622 scopus 로고    scopus 로고
    • Class conditional nearest neighbor for large margin instance selection
    • Marchiori, E. (2010). Class conditional nearest neighbor for large margin instance selection. IEEE Trans. Pattern Anal. Mach. Intell. 32 364-370.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell , vol.32 , pp. 364-370
    • Marchiori, E.1
  • 23
    • 34547849507 scopus 로고    scopus 로고
    • L1-regularization path algorithm for generalized linear models
    • Park, M. Y. and Hastie, T. (2007). L1-regularization path algorithm for generalized linear models. J. R. Stat. Soc. Ser. B Stat. Methodol. 69 659-677.
    • (2007) J. R. Stat. Soc. Ser. B Stat. Methodol , vol.69 , pp. 659-677
    • Park, M.Y.1    Hastie, T.2
  • 27
    • 58249091995 scopus 로고    scopus 로고
    • Convex sets as prototypes for classifying patterns
    • Takigawa, I., Kudo, M. and Nakamura, A. (2009). Convex sets as prototypes for classifying patterns. Eng. Appl. Artif. Intell. 22 101-108.
    • (2009) Eng. Appl. Artif. Intell , vol.22 , pp. 101-108
    • Takigawa, I.1    Kudo, M.2    Nakamura, A.3
  • 28
    • 0037076272 scopus 로고    scopus 로고
    • Diagnosis of multiple cancer types by shrunken centroids of gene expression
    • Tibshirani, R., Hastie, T., Narasimhan, B. and Chu, G. (2002). Diagnosis of multiple cancer types by shrunken centroids of gene expression. Proc. Natl. Acad. Sci. USA 99 6567-6572.
    • (2002) Proc. Natl. Acad. Sci. USA , vol.99 , pp. 6567-6572
    • Tibshirani, R.1    Hastie, T.2    Narasimhan, B.3    Chu, G.4
  • 29
    • 2542544743 scopus 로고    scopus 로고
    • A kernel approach for vector quantization with guaranteed distortion bounds
    • In, (T. Jaakkola and T. Richardson, eds.) Morgan Kaufmann, San Francisco
    • Tipping, M. E. and Schölkopf, B. (2001). A kernel approach for vector quantization with guaranteed distortion bounds. In Artificial Intelligence and Statistics (T. Jaakkola and T. Richardson, eds.) 129-134. Morgan Kaufmann, San Francisco.
    • (2001) Artificial Intelligence and Statistics , pp. 129-134
    • Tipping, M.E.1    Schölkopf, B.2
  • 31
    • 0343081513 scopus 로고    scopus 로고
    • Reduction techniques for instance-based learning algorithms
    • Wilson, D. R. and Martinez, T. R. (2000). Reduction techniques for instance-based learning algorithms. Machine Learning 38 257-286.
    • (2000) Machine Learning , vol.38 , pp. 257-286
    • Wilson, D.R.1    Martinez, T.R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.