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Volumn 4472 LNCS, Issue , 2007, Pages 42-51

On the application of SVM-ensembles based on adapted random subspace sampling for automatic classification of NMR data

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY; PHARMACODYNAMICS; RANDOM PROCESSES; SAMPLING; SUPPORT VECTOR MACHINES;

EID: 37249026123     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-72523-7_5     Document Type: Conference Paper
Times cited : (9)

References (13)
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    • Bales, J., et al.: Use of high resolution proton nuclear magnetic resonance spectroscopy for rapid multi-component analysis of urine. Clinical Chemistry 30 (1984) 426-432
    • (1984) Clinical Chemistry , vol.30 , pp. 426-432
    • Bales, J.1
  • 3
    • 0027964789 scopus 로고
    • Automatic reduction of NMR spectroscopic data for statistical and pattern recognition classification of samples
    • Spraul, M., et al.: Automatic reduction of NMR spectroscopic data for statistical and pattern recognition classification of samples. Journal of pharmaceutical and biomedical analysis 12 (1994) 1215-1225
    • (1994) Journal of pharmaceutical and biomedical analysis , vol.12 , pp. 1215-1225
    • Spraul, M.1
  • 4
    • 0037444362 scopus 로고    scopus 로고
    • Contemporary issues in toxicology the role of metabonomics in toxicology and its evaluation by the COMET project
    • Lindon, J.C., et al.: Contemporary issues in toxicology the role of metabonomics in toxicology and its evaluation by the COMET project. Toxicology and Applied Pharmacology 187 (2003) 137-146
    • (2003) Toxicology and Applied Pharmacology , vol.187 , pp. 137-146
    • Lindon, J.C.1
  • 5
    • 0142134307 scopus 로고    scopus 로고
    • Toxicity classification from metabonomic data using a density superposition approach: CLOUDS
    • Ebbels, T., et al.: Toxicity classification from metabonomic data using a density superposition approach: CLOUDS. Analytica Chimica Acta 490 (2003) 109-122
    • (2003) Analytica Chimica Acta , vol.490 , pp. 109-122
    • Ebbels, T.1
  • 8
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors. Machine Learning 24 (1996) 123-140
    • (1996) Machine Learning , vol.24 , pp. 123-140
    • Breiman, L.1
  • 10
    • 0037822222 scopus 로고    scopus 로고
    • Asymptotic behaviors of support vector machines with gaussian kernel
    • Keerthi, S.S., Lin, C.J.: Asymptotic behaviors of support vector machines with gaussian kernel. Neural Computation 15 (2003) 1667-1689
    • (2003) Neural Computation , vol.15 , pp. 1667-1689
    • Keerthi, S.S.1    Lin, C.J.2
  • 11
    • 0037403516 scopus 로고    scopus 로고
    • Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy
    • Kuncheva, L.I., Whitaker, C.J.: Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Machine Learning 51 (2003) 181-207
    • (2003) Machine Learning , vol.51 , pp. 181-207
    • Kuncheva, L.I.1    Whitaker, C.J.2
  • 12
    • 35248848402 scopus 로고    scopus 로고
    • A new ensemble diversity measure applied to thinning ensembles
    • Multiple Classifier Systems. of, Springer
    • Banfield, R.E., et al.: A new ensemble diversity measure applied to thinning ensembles. In: Multiple Classifier Systems. Volume 2709 of LNCS. Springer (2003) 306-316
    • (2003) LNCS , vol.2709 , pp. 306-316
    • Banfield, R.E.1
  • 13
    • 37249016336 scopus 로고    scopus 로고
    • Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. (2001) Software available at http://www.csie.ntu.edu.tw/~{}cjlin/libsvm.
    • Chang, C.C., Lin, C.J.: LIBSVM: a library for support vector machines. (2001) Software available at http://www.csie.ntu.edu.tw/~{}cjlin/libsvm.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.