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Volumn 17, Issue , 2004, Pages 535-540

PCA-based feature transformation for classification: Issues in medical diagnostics

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA MINING; DATA PROCESSING; DIAGNOSIS; ELECTRONIC DATA INTERCHANGE; PRINCIPAL COMPONENT ANALYSIS; TUMORS; VECTORS;

EID: 4544244213     PISSN: 10637125     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (67)

References (15)
  • 1
    • 0003111541 scopus 로고    scopus 로고
    • A simulation study on the comparison of prediction methods when only a few components are relevant
    • Almoy, T. A simulation study on the comparison of prediction methods when only a few components are relevant. Computational Statistics and Data Analysis 21, 1996, pp. 87-107.
    • (1996) Computational Statistics and Data Analysis , vol.21 , pp. 87-107
    • Almoy, T.1
  • 4
    • 0032330512 scopus 로고    scopus 로고
    • Some cautionary notes on the use of principal components regression
    • Hadi, A. S., Ling, R. F. Some cautionary notes on the use of principal components regression. The American Statistician. 52, 1998, pp. 15-19.
    • (1998) The American Statistician , vol.52 , pp. 15-19
    • Hadi, A.S.1    Ling, R.F.2
  • 6
    • 0001247934 scopus 로고
    • A note on the use of principal components in regression
    • Jollife, I. T. A note on the use of principal components in regression. Applied Statistics. 31, 1982, pp. 300-303.
    • (1982) Applied Statistics , vol.31 , pp. 300-303
    • Jollife, I.T.1
  • 8
    • 0027682531 scopus 로고
    • Inductive and bayesian learning in medical diagnosis
    • Kononenko I. Inductive and Bayesian learning in medical diagnosis. Applied Artificial Intelligence 7(4), 1993, pp. 317-337.
    • (1993) Applied Artificial Intelligence , vol.7 , Issue.4 , pp. 317-337
    • Kononenko, I.1
  • 10
    • 0004037141 scopus 로고    scopus 로고
    • Dimensionality reduction through classifier ensembles
    • Computational Sciences Division, NASA Ames Research Center, Moffett Field, CA
    • Oza, N.C., Turner, K. Dimensionality Reduction Through Classifier Ensembles. Technical Report NASA-ARC-IC-1999-124, Computational Sciences Division, NASA Ames Research Center, Moffett Field, CA, 1999.
    • (1999) Technical Report , vol.NASA-ARC-IC-1999-124
    • Oza, N.C.1    Turner, K.2
  • 11
    • 4544354461 scopus 로고    scopus 로고
    • Combining the principal components method with different learning algorithms
    • Workshop on Integrating Aspects of Data Mining, Decision Support and Meta-Learning, Freiburg
    • Popelínský L. Combining the Principal Components Method with Different Learning Algorithms. In Proc. of 12th European Conference on Machine Learning, Workshop on Integrating Aspects of Data Mining, Decision Support and Meta-Learning, Freiburg, 2001.
    • (2001) Proc. of 12th European Conference on Machine Learning
    • Popelínský, L.1
  • 12
    • 4544226625 scopus 로고    scopus 로고
    • Simple component analysis
    • Rousson, V., Gasser, T. Simple Component Analysis. Manuscript. 2003. Available from http://www.unizh.ch/biostat/Manuscripts/sca3.pdf
    • (2003) Manuscript
    • Rousson, V.1    Gasser, T.2
  • 13
    • 4544363883 scopus 로고    scopus 로고
    • Some simple rules for interpreting outputs of principal components and correspondence analysis
    • Bacelar-Nicolau H., Nicolau F.C., Janssen J.(eds.): University of Lisbon
    • Saporta G. Some simple rules for interpreting outputs of principal components and correspondence analysis. In: Bacelar-Nicolau H., Nicolau F.C., Janssen J.(eds.): Proceedings of ASMDA-99, University of Lisbon, 1999.
    • (1999) Proceedings of ASMDA-99
    • Saporta, G.1
  • 14
    • 35248853274 scopus 로고    scopus 로고
    • Dynamic integration of classifiers in the space of principal components
    • L.Kalinichenko, R.Manthey, B.Thalheim, U.Wloka (Eds.), Dresden, Germany, Lecture Notes in Computer Science, Springer-Verlag
    • Tsymbal A., Pechenizkiy M., Puuronen S., Patterson D.W., Dynamic integration of classifiers in the space of principal components, In: L.Kalinichenko, R.Manthey, B.Thalheim, U.Wloka (Eds.), Proc. Advances in Databases and Information Systems: 7th East-European Conf. ADBIS'03, Dresden, Germany, Lecture Notes in Computer Science, Vol. 2798, Springer-Verlag, 2003, pp. 278-292.
    • (2003) Proc. Advances in Databases and Information Systems: 7th East-European Conf. ADBIS'03 , vol.2798 , pp. 278-292
    • Tsymbal, A.1    Pechenizkiy, M.2    Puuronen, S.3    Patterson, D.W.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.