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Volumn 4830 LNAI, Issue , 2007, Pages 589-598

Building classification models from microarray data with tree-based classification algorithms

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA REDUCTION; DATA STRUCTURES; DNA; FEATURE EXTRACTION; MATHEMATICAL MODELS; MICROARRAYS; TREES (MATHEMATICS);

EID: 38349025788     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-76928-6_60     Document Type: Conference Paper
Times cited : (12)

References (19)
  • 1
    • 11144325691 scopus 로고
    • Partial least-squares regression: A tutorial
    • Geladi, P., Kowalski, B.: Partial least-squares regression: a tutorial. Analytical Chimica Acta 185, 1-17 (1986)
    • (1986) Analytical Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.2
  • 3
    • 0002593344 scopus 로고
    • Multi-interval discretization of continuous-valued attributes for classification learning
    • Fayyad, U.M., Irani, K.B.: Multi-interval discretization of continuous-valued attributes for classification learning. In: IJCAI, pp. 1022-1029 (1993)
    • (1993) IJCAI , pp. 1022-1029
    • Fayyad, U.M.1    Irani, K.B.2
  • 4
    • 38349018066 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1992), The latest version of C5 is available from http ://www. rulequest .com
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Francisco (1992), The latest version of C5 is available from http ://www. rulequest .com
  • 5
    • 58149321460 scopus 로고
    • Boosting a weak learning algorithm by majority
    • Freund, Y.: Boosting a weak learning algorithm by majority. Information and Computation 121(2), 256-285 (1995)
    • (1995) Information and Computation , vol.121 , Issue.2 , pp. 256-285
    • Freund, Y.1
  • 7
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L.: Random forests. Machine Learning 45(1), 5 (2001)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5
    • Breiman, L.1
  • 8
    • 33845943268 scopus 로고    scopus 로고
    • Tan, P.J., Dowe, D.L.: Decision forests with oblique decision trees. In: Gelbukh, A., Reyes-Garcia, CA. (eds.) MICAI 2006. LNCS (LNAI), 4293, pp. 593-603. Springer, Heidelberg (2006)
    • Tan, P.J., Dowe, D.L.: Decision forests with oblique decision trees. In: Gelbukh, A., Reyes-Garcia, CA. (eds.) MICAI 2006. LNCS (LNAI), vol. 4293, pp. 593-603. Springer, Heidelberg (2006)
  • 9
    • 2942596534 scopus 로고    scopus 로고
    • Ensemble machine learning on gene expression data for cancer classification
    • Tan, A.C., Gilbert, D.: Ensemble machine learning on gene expression data for cancer classification. Applied Bioinformatics 2, S75-S83 (2003)
    • (2003) Applied Bioinformatics , vol.2
    • Tan, A.C.1    Gilbert, D.2
  • 11
    • 30644464444 scopus 로고    scopus 로고
    • Gene selection and classification of microarray data using random forest
    • Diaz-Uriarte, R., de Andrés, S.A.: Gene selection and classification of microarray data using random forest. BMC Bioinformatics 7, 3 (2006)
    • (2006) BMC Bioinformatics , vol.7 , pp. 3
    • Diaz-Uriarte, R.1    de Andrés, S.A.2
  • 13
    • 0037255041 scopus 로고    scopus 로고
    • Evolutionary algorithms for finding optimal gene sets in microarray prediction
    • Deutsch, J.M.: Evolutionary algorithms for finding optimal gene sets in microarray prediction. Bioinformatics 19, 45-52 (2003)
    • (2003) Bioinformatics , vol.19 , pp. 45-52
    • Deutsch, J.M.1
  • 14
    • 2642537531 scopus 로고    scopus 로고
    • On partial least squares dimension reduction for microarray-based classification: A simulation study
    • Nguyen, D.V., Rocke, D.M.: On partial least squares dimension reduction for microarray-based classification: a simulation study. Computational Statistics & Data Analysis 46(3), 407-425 (2004)
    • (2004) Computational Statistics & Data Analysis , vol.46 , Issue.3 , pp. 407-425
    • Nguyen, D.V.1    Rocke, D.M.2
  • 16
    • 0027530250 scopus 로고
    • SIMPLS: An alternative approach to partial least squares regression
    • de Jong, S.: SIMPLS: an alternative approach to partial least squares regression. Chemometrics and Intelligent Laboratory Systems 2(4), 251-263 (1993)
    • (1993) Chemometrics and Intelligent Laboratory Systems , vol.2 , Issue.4 , pp. 251-263
    • de Jong, S.1
  • 17
    • 22944488897 scopus 로고    scopus 로고
    • Tan, P. J., Dowe, D.L.: MML inference of oblique decision trees. In: Webb, G.I., Yu, X. (eds.) AI 2004. LNCS (LNAI), 3339, pp. 1082-1088. Springer, Heidelberg (2004)
    • Tan, P. J., Dowe, D.L.: MML inference of oblique decision trees. In: Webb, G.I., Yu, X. (eds.) AI 2004. LNCS (LNAI), vol. 3339, pp. 1082-1088. Springer, Heidelberg (2004)
  • 19
    • 0002344794 scopus 로고
    • Bootstrap methods: Another look at the jackknife
    • Efron, B.: Bootstrap methods: Another look at the jackknife. The Annals of Statistics 7(1), 1-26 (1979)
    • (1979) The Annals of Statistics , vol.7 , Issue.1 , pp. 1-26
    • Efron, B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.