메뉴 건너뛰기




Volumn 31, Issue 6, 2008, Pages 942-952

A study on integrated evaluating kernel classification performance using statistical methods

Author keywords

Corrected resample t test; Information gain; Kernel selection; Nonlinear function; Pattern recognition

Indexed keywords

BENCHMARKING; FUNCTION EVALUATION; FUNCTIONS; PATTERN RECOGNITION; SAMPLING; STATISTICS;

EID: 46449139200     PISSN: 02544164     EISSN: None     Source Type: Journal    
DOI: 10.3724/sp.j.1016.2008.00942     Document Type: Article
Times cited : (20)

References (20)
  • 2
    • 0010786475 scopus 로고    scopus 로고
    • On the influence of the kernel on the consistency of support vector machines
    • Steinwart I. On the influence of the kernel on the consistency of support vector machines. Journal of Machine Learning Research, 2002, 2 (2): 67-93
    • (2002) Journal of Machine Learning Research , vol.2 , Issue.2 , pp. 67-93
    • Steinwart, I.1
  • 3
    • 0346881149 scopus 로고    scopus 로고
    • Experimentally optimal v in support vector regression for different noise models and parameter settings
    • Chalimourda A, Scholkopf B, Smola A. Experimentally optimal v in support vector regression for different noise models and parameter settings. Neural Networks. 2004, 17 (1): 127-141
    • (2004) Neural Networks , vol.17 , Issue.1 , pp. 127-141
    • Chalimourda, A.1    Scholkopf, B.2    Smola, A.3
  • 4
    • 17944378868 scopus 로고    scopus 로고
    • Optimal model selection for support vector machines
    • in Chinese
    • Liu Xiang-Dong, Luo Bin, Chen Zhao-Qian. Optimal model selection for support vector machines. Journal of Computer Research and Development, 2005, 42 (4): 576-581 (in Chinese)
    • (2005) Journal of Computer Research and Development , vol.42 , Issue.4 , pp. 576-581
    • Liu, X.-D.1    Luo, B.2    Chen, Z.-Q.3
  • 5
    • 23944496346 scopus 로고    scopus 로고
    • Least squares hidden space support vector machines
    • in Chinese
    • Wang Ling, Bo Lie-Feng, Liu Fang, Jiao Li-Cheng. Least squares hidden space support vector machines. Chinese Journal of Computers, 2005, 28 (8): 1302-1307 (in Chinese)
    • (2005) Chinese Journal of Computers , vol.28 , Issue.8 , pp. 1302-1307
    • Wang, L.1    Bo, L.-F.2    Liu, F.3    Jiao, L.-C.4
  • 6
    • 0344036310 scopus 로고    scopus 로고
    • Interpolation based kernel function's construction
    • in Chinese
    • Wu Tao, He Han-Gen, He Ming-Ke. Interpolation based kernel function's construction. Chinese Journal of Computers, 2003, 26 (8): 990-996 (in Chinese)
    • (2003) Chinese Journal of Computers , vol.26 , Issue.8 , pp. 990-996
    • Wu, T.1    He, H.-G.2    He, M.-K.3
  • 7
    • 2142643698 scopus 로고    scopus 로고
    • A support vector machine with a hybrid kernel and minimal vapnik-chervonenkis dimension
    • Tan Y, Wang J. A support vector machine with a hybrid kernel and minimal vapnik-chervonenkis dimension, IEEE Transactions on Knowledge and Data Engineering, 2004, 16 (4): 385-395
    • (2004) IEEE Transactions on Knowledge and Data Engineering , vol.16 , Issue.4 , pp. 385-395
    • Tan, Y.1    Wang, J.2
  • 8
    • 0346076782 scopus 로고    scopus 로고
    • Support vector learning for fuzzy rule-based classification systems
    • Chen Y-X, Wang J-Z. Support vector learning for fuzzy rule-based classification systems. IEEE Transactions on Fuzzy System, 2003, 11 (6): 716-728
    • (2003) IEEE Transactions on Fuzzy System , vol.11 , Issue.6 , pp. 716-728
    • Chen, Y.-X.1    Wang, J.-Z.2
  • 11
    • 0042847140 scopus 로고    scopus 로고
    • Inference for the generalization error
    • Nadeau C, Bengio Y. Inference for the generalization error. Machine Learning, 2003, 52 (3): 239-281
    • (2003) Machine Learning , vol.52 , Issue.3 , pp. 239-281
    • Nadeau, C.1    Bengio, Y.2
  • 13
    • 0347948988 scopus 로고    scopus 로고
    • Consistent cross-validatory model-selection for dependent data: Hv-block cross-validation
    • Racine J, Consistent cross-validatory model-selection for dependent data: Hv-block cross-validation. Journal of Econometrics, 2000, 99 (1): 39-61
    • (2000) Journal of Econometrics , vol.99 , Issue.1 , pp. 39-61
    • Racine, J.1
  • 15
    • 46449132899 scopus 로고    scopus 로고
    • Study of the relationship between normalized information gain and accuracy, precision and recall
    • Beijing, in Chinese
    • Wang Yong, Hu Bao-Gang. Study of the relationship between normalized information gain and accuracy, precision and recall//Proceedings of the 2007 Chinese Conference on Pattern Recognition (CCPR 2007). Beijing, 2007: 27-34 (in Chinese)
    • (2007) Proceedings of the 2007 Chinese Conference on Pattern Recognition (CCPR 2007) , pp. 27-34
    • Wang, Y.1    Hu, B.-G.2
  • 18
    • 46449091967 scopus 로고    scopus 로고
    • Software and news from the statistics community
    • Statlib-Data
    • Statlib-Data, Software and News from the Statistics Community. [http://lib.stat.cmu.edu/datasets/]


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.