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Volumn 2, Issue 1, 1999, Pages 44-52

Regularisation of linear classifiers by adding redundant features

Author keywords

Critical sample size; Generalisation error; Noise injection; Peaking behaviour; Pseudo Fisher Linear Discriminant; Regularisation; Ridge estimate

Indexed keywords


EID: 0033463508     PISSN: 14337541     EISSN: None     Source Type: Journal    
DOI: 10.1007/s100440050013     Document Type: Article
Times cited : (16)

References (14)
  • 3
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    • Stabilizing classifiers for very small sample sizes
    • Vienna, Austria
    • Skurichina M, Duin RPW. Stabilizing classifiers for very small sample sizes. Proceedings of ICPR, Vienna, Austria, 1996, pp 891-896
    • (1996) Proceedings of ICPR , pp. 891-896
    • Skurichina, M.1    Duin, R.P.W.2
  • 6
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C, Vapnik V. Support-vector networks. Machine Learning 1995;20(3):273-297
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 10
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • Fisher RA. The use of multiple measurements in taxonomic problems. Annals of Eugenics 1936;7(2):179-188
    • (1936) Annals of Eugenics , vol.7 , Issue.2 , pp. 179-188
    • Fisher, R.A.1
  • 11
    • 0001573189 scopus 로고
    • The precision of discriminant functions
    • Fisher RA. The precision of discriminant functions. Annals of Eugenics 1940;10(4)
    • (1940) Annals of Eugenics , vol.10 , Issue.4
    • Fisher, R.A.1
  • 12
    • 0008863274 scopus 로고
    • On some problems arising of discrimination with multiple characters
    • Rao R. On some problems arising of discrimination with multiple characters. Sankya 1949;9:343-365
    • (1949) Sankya , vol.9 , pp. 343-365
    • Rao, R.1
  • 13
    • 0019020917 scopus 로고
    • On dimensionality, sample size, classification error and complexity of classification algorithm in pattern recognition
    • Raudys Š, Pikelis V. On dimensionality, sample size, classification error and complexity of classification algorithm in pattern recognition. IEEE Transaction on Pattern Analysis and Machine Intelligence 1980;2(3):242-252
    • (1980) IEEE Transaction on Pattern Analysis and Machine Intelligence , vol.2 , Issue.3 , pp. 242-252
    • Raudys, Š.1    Pikelis, V.2
  • 14
    • 0032042805 scopus 로고    scopus 로고
    • On expected classification error of the Fisher linear classifier with pseudo-inverse covariance matrix
    • Raudys S, Duin RPW. On expected classification error of the Fisher linear classifier with pseudo-inverse covariance matrix. Pattern Recognition Letters 1998;19(5-6):385-392
    • (1998) Pattern Recognition Letters , vol.19 , Issue.5-6 , pp. 385-392
    • Raudys, S.1    Duin, R.P.W.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.