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Volumn 4881 LNCS, Issue , 2007, Pages 800-809

Classification of microarrays with kNN: Comparison of dimensionality reduction methods

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); COMPUTATIONAL METHODS; LEAST SQUARES APPROXIMATIONS; PRINCIPAL COMPONENT ANALYSIS;

EID: 38449102440     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-77226-2_80     Document Type: Conference Paper
Times cited : (35)

References (24)
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    • Quackenbush, J.1
  • 5
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    • Reducing high-dimensional data by principal component analysis vs. random projection for nearest neighbor classification
    • IEEE Computer Society, Washington, DC, USA
    • Deegalla, S., Bostrom, H.: Reducing high-dimensional data by principal component analysis vs. random projection for nearest neighbor classification. In: ICMLA 2006. Proceedings of the 5th International Conference on Machine Learning and Applications, pp. 245-250. IEEE Computer Society, Washington, DC, USA (2006)
    • (2006) ICMLA 2006. Proceedings of the 5th International Conference on Machine Learning and Applications , pp. 245-250
    • Deegalla, S.1    Bostrom, H.2
  • 9
    • 0003733695 scopus 로고    scopus 로고
    • An elementary proof of the Johnson-Lindenstrauss lemma
    • Technical Report TR-99-006, International Computer Science Institute, Berkeley, California, USA
    • Dasgupta, S., Gupta, A.: An elementary proof of the Johnson-Lindenstrauss lemma. Technical Report TR-99-006, International Computer Science Institute, Berkeley, California, USA (1999)
    • (1999)
    • Dasgupta, S.1    Gupta, A.2
  • 13
    • 38449092536 scopus 로고    scopus 로고
    • StatSoft Inc, Electronic statistics textbook
    • StatSoft Inc.: Electronic statistics textbook (2006), http://www.statsoft.com/textbook/stathome.html
    • (2006)
  • 16
    • 0033536012 scopus 로고    scopus 로고
    • Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays
    • Alon, U., Barkai, N., Notterman, D., Gish, K., Ybarra, S., Mack, D., Levine, A.J.: Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays. In: Proc. Natl. Acad. Sci., vol. 96, pp. 6745-6750 (1999)
    • (1999) Proc. Natl. Acad. Sci , vol.96 , pp. 6745-6750
    • Alon, U.1    Barkai, N.2    Notterman, D.3    Gish, K.4    Ybarra, S.5    Mack, D.6    Levine, A.J.7
  • 19
    • 0034598746 scopus 로고    scopus 로고
    • Alizadeh, A.A., Eisen, M.B., Davis, R.E., Ma, C., Lossos, I.S., Rosenwald, A., Boldrick, J.C., Sabet, H., Tran, T., Yu, X., Powell, J.I., Yang, L., Marti, G.E., Moore, T., Hudson Jr, J., Lu, L., Lewis, D.B., Tibshirani, R., Sherlock, G., Chan, W.C., Greiner, T.C., Weisenburger, D.D., Armitage, J.O., Warnke, R., Levy, R., Wilson, W., Grever, M.R., Byrd, J.C., Botstein, D., Brown, P.O., Staudt, L.M.: Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling. Nature 403, 503-511 (2000)
    • Alizadeh, A.A., Eisen, M.B., Davis, R.E., Ma, C., Lossos, I.S., Rosenwald, A., Boldrick, J.C., Sabet, H., Tran, T., Yu, X., Powell, J.I., Yang, L., Marti, G.E., Moore, T., Hudson Jr, J., Lu, L., Lewis, D.B., Tibshirani, R., Sherlock, G., Chan, W.C., Greiner, T.C., Weisenburger, D.D., Armitage, J.O., Warnke, R., Levy, R., Wilson, W., Grever, M.R., Byrd, J.C., Botstein, D., Brown, P.O., Staudt, L.M.: Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling. Nature 403, 503-511 (2000)
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    • Gene selection and classification of microarray data using random forest
    • Díaz-Uriarte, R., de Andrés, S.A.: Gene selection and classification of microarray data using random forest. Bioinformatics 7(3) (2006), http://ligarto.org/rdiaz/Papers/rfVS/randomForestVarSel.html
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    • Díaz-Uriarte, R.1    de Andrés, S.A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.