메뉴 건너뛰기




Volumn 3, Issue , 2009, Pages 587-599

Validation of Classifiers

Author keywords

Apparent error rate; Batch effects; Bootstrapping; Confounding; Confusion matrix; Cross validation; ROC curves

Indexed keywords


EID: 84882543762     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1016/B978-044452701-1.00027-2     Document Type: Chapter
Times cited : (10)

References (30)
  • 3
    • 0001477645 scopus 로고
    • On Expected Values of Probabilities and Misclassification in Discriminant. Analysis, Necessary Sample Size, and a Relation with the Multiple Correlation Coefficient
    • Lachenbruch P.A. On Expected Values of Probabilities and Misclassification in Discriminant. Analysis, Necessary Sample Size, and a Relation with the Multiple Correlation Coefficient. Biometrics 1968, 24:823-833.
    • (1968) Biometrics , vol.24 , pp. 823-833
    • Lachenbruch, P.A.1
  • 5
    • 30144440914 scopus 로고    scopus 로고
    • Receiver Operating Characteristics Curves and Related Decision Measures: A Tutorial
    • Brown C.D., Davis H.T. Receiver Operating Characteristics Curves and Related Decision Measures: A Tutorial. ChemoLab 2006, 80:24-38.
    • (2006) ChemoLab , vol.80 , pp. 24-38
    • Brown, C.D.1    Davis, H.T.2
  • 6
    • 0345438685 scopus 로고    scopus 로고
    • ROC Graphs: Notes and Practical Considerations for Researchers
    • HP Laboratories,(Avaialable at)
    • Fawcett, T. ROC Graphs: Notes and Practical Considerations for Researchers. Tech Report HPL-2003-2004. HP Laboratories, 2003 (Avaialable at ). http://www.purl.org/NET/tfawcett/papers/POC101.pdf.
    • (2003) Tech Report HPL-2003-2004
    • Fawcett, T.1
  • 10
    • 0000629975 scopus 로고
    • Cross-Validatory Choice and Assessment of Statistical Predictions
    • Stone M. Cross-Validatory Choice and Assessment of Statistical Predictions. J. R. Stat. Soc. B 1974, 39:111-133.
    • (1974) J. R. Stat. Soc. B , vol.39 , pp. 111-133
    • Stone, M.1
  • 11
    • 84945737762 scopus 로고
    • A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation
    • Efron B., Gong G. A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation. Am. Stat. 1983, 37:36-48.
    • (1983) Am. Stat. , vol.37 , pp. 36-48
    • Efron, B.1    Gong, G.2
  • 12
    • 0037076322 scopus 로고    scopus 로고
    • Selection Bias in Gene Extraction on the Basis of Microarray Gene-Expression Data
    • Ambroise C., McLachlan G. Selection Bias in Gene Extraction on the Basis of Microarray Gene-Expression Data. J. Proc. Natl Acad. Sci. U. S. A. 2002, 99:6562-6568.
    • (2002) J. Proc. Natl Acad. Sci. U. S. A. , vol.99 , pp. 6562-6568
    • Ambroise, C.1    McLachlan, G.2
  • 13
    • 0037245343 scopus 로고    scopus 로고
    • Pitfalls in the Use of DNA Microarray Data for Diagnostic and Prognostic Classification
    • Simon R., Radmacher M.D., Dobbin K., McShane L.M. Pitfalls in the Use of DNA Microarray Data for Diagnostic and Prognostic Classification. J. Natl Cancer Inst. 2003, 95:14-18.
    • (2003) J. Natl Cancer Inst. , vol.95 , pp. 14-18
    • Simon, R.1    Radmacher, M.D.2    Dobbin, K.3    McShane, L.M.4
  • 14
    • 33845356524 scopus 로고    scopus 로고
    • Mass Spectrometry Proteomic Diagnosis: Enacting the Double Cross-Validatory Paradigm
    • Mertens B.J.A., De Noo M.E., Tollenaar R.A.E.M., Deelder A.M. Mass Spectrometry Proteomic Diagnosis: Enacting the Double Cross-Validatory Paradigm. J. Comput. Biol. 2006, 13(9):1591-1605.
    • (2006) J. Comput. Biol. , vol.13 , Issue.9 , pp. 1591-1605
    • Mertens, B.J.A.1    De Noo, M.E.2    Tollenaar, R.A.E.M.3    Deelder, A.M.4
  • 17
    • 33751425157 scopus 로고    scopus 로고
    • Statistical Validation of Classification and Calibration Models Using Bootstrapped Latin Partitions
    • de P., Harrington B. Statistical Validation of Classification and Calibration Models Using Bootstrapped Latin Partitions. TRACS 2006, 25(11):1112-1124.
    • (2006) TRACS , vol.25 , Issue.11 , pp. 1112-1124
    • de, P.1    Harrington, B.2
  • 18
    • 0345165172 scopus 로고
    • Pyrochromatography of Human Skin Fibroblasts: Normal Subjects vs
    • Ph.D. thesis, Cornell University
    • Pino, J. A. Pyrochromatography of Human Skin Fibroblasts: Normal Subjects vs. Cystic Fibrosis Heterozygotes. Ph.D. thesis, Cornell University, 1984.
    • (1984) Cystic Fibrosis Heterozygotes
    • Pino, J.A.1
  • 19
    • 0021892308 scopus 로고
    • Applications of Pyrolysis/Gas Chromatography/Pattern Recognition to the Detection of CF Heterozygotes
    • Pino J.A., McMurry J.E., Jurs P.C., Lavine B.K., Harper A.M. Applications of Pyrolysis/Gas Chromatography/Pattern Recognition to the Detection of CF Heterozygotes. Anal. Chem. 1985, 57:295-302.
    • (1985) Anal. Chem. , vol.57 , pp. 295-302
    • Pino, J.A.1    McMurry, J.E.2    Jurs, P.C.3    Lavine, B.K.4    Harper, A.M.5
  • 20
    • 0022151595 scopus 로고
    • Pattern Recognition Studies of Complex Chromatographic Data Sets
    • Jurs P.C., Lavine B.K., Stouch T.R. Pattern Recognition Studies of Complex Chromatographic Data Sets. NBS J. Res. 1985, 90:543-549.
    • (1985) NBS J. Res. , vol.90 , pp. 543-549
    • Jurs, P.C.1    Lavine, B.K.2    Stouch, T.R.3
  • 21
    • 0023043247 scopus 로고
    • Pattern Recognition Used to Investigate Multivariate Data in Analytical Chemistry
    • Jurs P.C. Pattern Recognition Used to Investigate Multivariate Data in Analytical Chemistry. Science 1986, 232:1219-1225.
    • (1986) Science , vol.232 , pp. 1219-1225
    • Jurs, P.C.1
  • 22
    • 8044258103 scopus 로고
    • Use of Principal Components for Displaying Variation Between Pyrograms of Micro-Organisms
    • Gutteridge C.S., MacFie H.J.H., Norris J.R. Use of Principal Components for Displaying Variation Between Pyrograms of Micro-Organisms. J. Anal. Appl. Pyrolysis 1979, 1:67-73.
    • (1979) J. Anal. Appl. Pyrolysis , vol.1 , pp. 67-73
    • Gutteridge, C.S.1    MacFie, H.J.H.2    Norris, J.R.3
  • 23
    • 0019122442 scopus 로고
    • Pyrolysis Gas Chromatography of Pseudomonas and Acinetobacter Species
    • French G.L., Gutteridge C.S., Phillips I. Pyrolysis Gas Chromatography of Pseudomonas and Acinetobacter Species. J. Appl. Bacteriol. 1980, 49(3):505-516.
    • (1980) J. Appl. Bacteriol. , vol.49 , Issue.3 , pp. 505-516
    • French, G.L.1    Gutteridge, C.S.2    Phillips, I.3
  • 24
    • 0344734918 scopus 로고
    • Data Analysis of Pyrolysis - Chromatograms by Means of SIMCA Pattern Recognition
    • Blomquist G., Johansson E., Soderstrom B., Wold S. Data Analysis of Pyrolysis - Chromatograms by Means of SIMCA Pattern Recognition. J. Anal. Appl. Pyrolysis 1979, 1:53-65.
    • (1979) J. Anal. Appl. Pyrolysis , vol.1 , pp. 53-65
    • Blomquist, G.1    Johansson, E.2    Soderstrom, B.3    Wold, S.4
  • 25
    • 0016519739 scopus 로고
    • Nonparametric Feature Selection in Pattern Recognition Applied to Chemical Problems
    • Zander G.S., Stuper A.J., Jurs P.C. Nonparametric Feature Selection in Pattern Recognition Applied to Chemical Problems. Anal. Chem. 1975, 47:1085-1093.
    • (1975) Anal. Chem. , vol.47 , pp. 1085-1093
    • Zander, G.S.1    Stuper, A.J.2    Jurs, P.C.3
  • 26
    • 0018872681 scopus 로고
    • Adaptive Least-Squares Method Applied to Structure - Activity Correlation of Hypotensive N-alkyl-N"-Cyano-N'-pyridylguanidines
    • Moriguchi I., Komatsu K., Matsushita Y. Adaptive Least-Squares Method Applied to Structure - Activity Correlation of Hypotensive N-alkyl-N"-Cyano-N'-pyridylguanidines. J. Med. Chem. 1980, 23:20-28.
    • (1980) J. Med. Chem. , vol.23 , pp. 20-28
    • Moriguchi, I.1    Komatsu, K.2    Matsushita, Y.3
  • 27
    • 0016419983 scopus 로고
    • The Brazilian Bee Problem
    • Michener C.D. The Brazilian Bee Problem. Annu. Rev. Entomol. 1975, 20:399-410.
    • (1975) Annu. Rev. Entomol. , vol.20 , pp. 399-410
    • Michener, C.D.1
  • 28
    • 0002132961 scopus 로고
    • The Past and Possible Future Spread of Africanized Honeybees in the Americas
    • Taylor O.R. The Past and Possible Future Spread of Africanized Honeybees in the Americas. Bee World 1977, 58:19-27.
    • (1977) Bee World , vol.58 , pp. 19-27
    • Taylor, O.R.1
  • 29
    • 0005953348 scopus 로고
    • Incorporation of Labeled Dietary n-alkanes Into Cuticular Lipids of the Grasshopper Melanoplus sanguinipes
    • Blomquist G.E., Jackson L.L. Incorporation of Labeled Dietary n-alkanes Into Cuticular Lipids of the Grasshopper Melanoplus sanguinipes. Insect Physiol. 1973, 19:1639-1648.
    • (1973) Insect Physiol. , vol.19 , pp. 1639-1648
    • Blomquist, G.E.1    Jackson, L.L.2
  • 30
    • 0006444201 scopus 로고
    • Identification of Africanization in Honey Bees based on Extracted Hydrocarbon Assay
    • Ellis Horwood Limited, Chichester, England, R.E. Page, G.R. Needham, M. Defianado-Baker, C.E. Bowman (Eds.)
    • Smith R.K. Identification of Africanization in Honey Bees based on Extracted Hydrocarbon Assay. Africanized Honeybees and Bee Mites 1988, 275-280. Ellis Horwood Limited, Chichester, England. R.E. Page, G.R. Needham, M. Defianado-Baker, C.E. Bowman (Eds.).
    • (1988) Africanized Honeybees and Bee Mites , pp. 275-280
    • Smith, R.K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.