메뉴 건너뛰기




Volumn 6171 LNAI, Issue , 2010, Pages 248-262

Comparison of redundancy and relevance measures for feature selection in tissue classification of CT images

Author keywords

distributional similarity; divergence measure; feature selection; relevance and redundancy

Indexed keywords

CT IMAGE; DIVERGENCE MEASURE; DIVERGENCE MEASURES; FEATURE SELECTION; JENSEN-SHANNON DIVERGENCE; KOLMOGOROV-SMIRNOV TEST; MEASUREMENT INTERVAL; REDUNDANT FEATURES; RELEVANCE MEASURE; RELEVANCE SCORE; SPEARMAN CORRELATION; TARGET VECTORS; TISSUE CLASSIFICATION; VALUE DIFFERENCE METRIC;

EID: 77954875021     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-14400-4_20     Document Type: Conference Paper
Times cited : (52)

References (31)
  • 1
    • 77951605538 scopus 로고    scopus 로고
    • Automated texture analysis with gabor filters
    • Vyas, V.S., Rege, P.: Automated texture analysis with gabor filters. GVIP Journal 6(1), 35-41 (2006)
    • (2006) GVIP Journal , vol.6 , Issue.1 , pp. 35-41
    • Vyas, V.S.1    Rege, P.2
  • 2
    • 35748932917 scopus 로고    scopus 로고
    • A review of feature selection techniques in bioinformatics
    • August 24
    • Saeys, Y., Inza, I. n., Larrañaga, P.: A review of feature selection techniques in bioinformatics. Bioinformatics (August 24, 2007)
    • (2007) Bioinformatics
    • Saeys, Y.1    Inza, I.N.2    Larrañaga, P.3
  • 3
    • 38349044389 scopus 로고    scopus 로고
    • SVM-RFE with relevancy and redundancy criteria for gene selection
    • Rajapakse, J.C., Schmidt, B., Volkert, L.G. (eds.) PRIB 2007, Springer, Heidelberg
    • Mundra, P.A., Rajapakse, J.C.: SVM-RFE with Relevancy and Redundancy Criteria for Gene Selection. In: Rajapakse, J.C., Schmidt, B., Volkert, L.G. (eds.) PRIB 2007. LNCS (LNBI), vol.4774, pp. 242-252. Springer, Heidelberg (2007)
    • (2007) LNCS (LNBI) , vol.4774 , pp. 242-252
    • Mundra, P.A.1    Rajapakse, J.C.2
  • 4
    • 24344458137 scopus 로고    scopus 로고
    • Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy
    • Peng, H., Long, F., Ding, C.: Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy. IEEE Trans. Pattern Anal. Mach. Intell. 27(8), 1226-1238 (2005)
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.8 , pp. 1226-1238
    • Peng, H.1    Long, F.2    Ding, C.3
  • 5
    • 70849100216 scopus 로고    scopus 로고
    • Feature selection for high-dimensional data: A kolmogorovsmirnov correlation-based filter solution
    • Kurzynski, M., Puchala, E., Wozniak, M., Zolnierek, A. (eds.) Springer, Heidelberg
    • Duch, W., Biesiada, J.: Feature selection for high-dimensional data: A kolmogorovsmirnov correlation-based filter solution. In: Kurzynski, M., Puchala, E., Wozniak, M., Zolnierek, A. (eds.) Advances in Soft Computing, pp. 95-104. Springer, Heidelberg (2005)
    • (2005) Advances in Soft Computing , pp. 95-104
    • Duch, W.1    Biesiada, J.2
  • 7
    • 25144492516 scopus 로고    scopus 로고
    • Efficient feature selection via analysis of relevance and redundancy
    • Yu, L., Liu, H.: Efficient feature selection via analysis of relevance and redundancy. J. Mach. Learn. Res. 5, 1205-1224 (2004)
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 1205-1224
    • Yu, L.1    Liu, H.2
  • 11
    • 34047120829 scopus 로고    scopus 로고
    • Automatic recognition and annotation of gene expression patterns of fly embryos
    • DOI 10.1093/bioinformatics/btl680
    • Zhou, J., Peng, H.: Automatic recognition and annotation of gene expression patterns of fly embryos. Bioinformatics 23, 589-596 (2007) (Pubitemid 46522592)
    • (2007) Bioinformatics , vol.23 , Issue.5 , pp. 589-596
    • Zhou, J.1    Peng, H.2
  • 13
    • 25444528240 scopus 로고    scopus 로고
    • An entropy-based gene selection method for cancer classification using microarray data
    • Liu, X., Krishnan, A., Mondry, A.: An entropy-based gene selection method for cancer classification using microarray data. BMC Bioinformatics 6 (2005)
    • (2005) BMC Bioinformatics , vol.6
    • Liu, X.1    Krishnan, A.2    Mondry, A.3
  • 14
    • 1942451938 scopus 로고    scopus 로고
    • Feature selection for high-dimensional data: A fast correlationbased filter solution
    • Yu, L., Liu, H.: Feature selection for high-dimensional data: A fast correlationbased filter solution. In: ICML, pp. 856-863 (2003)
    • (2003) ICML , pp. 856-863
    • Yu, L.1    Liu, H.2
  • 15
    • 84944661914 scopus 로고
    • Rank transformations as a bridge between parametric and nonparametric statistics
    • Conover, W., Iman, R.: Rank Transformations as a Bridge Between Parametric and Nonparametric Statistics. AM. STAT. 35, 124-129 (1981)
    • (1981) AM. STAT , vol.35 , pp. 124-129
    • Conover, W.1    Iman, R.2
  • 16
    • 0016649218 scopus 로고
    • Statistical evaluation of method-comparison data
    • Wu, G., Twomey, S., Thiers, R.: Statistical Evaluation of Method-Comparison Data. Clinical Chemistry 21, 315-320 (1975)
    • (1975) Clinical Chemistry , vol.21 , pp. 315-320
    • Wu, G.1    Twomey, S.2    Thiers, R.3
  • 17
    • 0022909661 scopus 로고
    • Toward memory-based reasoning
    • Stanfill, C., Waltz, D.: Toward memory-based reasoning. Communications of the ACM 29(12), 1213-1228 (1986)
    • (1986) Communications of the ACM , vol.29 , Issue.12 , pp. 1213-1228
    • Stanfill, C.1    Waltz, D.2
  • 20
    • 0025952277 scopus 로고
    • Divergence measures based on the shannon entropy
    • Lin, J.: Divergence measures based on the shannon entropy. IEEE Transactions on Information Theory 37, 145-151 (1991)
    • (1991) IEEE Transactions on Information Theory , vol.37 , pp. 145-151
    • Lin, J.1
  • 23
    • 0020737631 scopus 로고
    • The laplacian pyramid as a compact image code
    • Burt, P.J., Adelson, E.H.: The laplacian pyramid as a compact image code. IEEE Trans. Communications 31, 532-540 (1983)
    • (1983) IEEE Trans. Communications , vol.31 , pp. 532-540
    • Burt, P.J.1    Adelson, E.H.2
  • 25
    • 0008183823 scopus 로고    scopus 로고
    • Natural scene statistics at center of gaze
    • Reinagel, P., Zador, A.: Natural scene statistics at center of gaze. Network: Comp. Neural Syst. 10, 341-350 (1999)
    • (1999) Network: Comp. Neural Syst. , vol.10 , pp. 341-350
    • Reinagel, P.1    Zador, A.2
  • 26
    • 30444457900 scopus 로고    scopus 로고
    • Differences of monkey and human overt attention under natural conditions
    • Einhäuser, W., Kruse, W., Hoffman, K.P., König, P.: Differences of monkey and human overt attention under natural conditions. Vision Research 46(8-9), 1194-1209 (2006)
    • (2006) Vision Research , vol.46 , Issue.8-9 , pp. 1194-1209
    • Einhäuser, W.1    Kruse, W.2    Hoffman, K.P.3    König, P.4
  • 28
    • 29644438050 scopus 로고    scopus 로고
    • Statistical comparisons of classifiers over multiple data sets
    • Demsar, J.: Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning Research 7, 1-30 (2006) (Pubitemid 43022939)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1-30
    • Demsar, J.1
  • 30
    • 48049115135 scopus 로고    scopus 로고
    • The kendall rank correlation coefficient
    • Salkind, N.J. (ed.)
    • Abdi, H.: The Kendall Rank Correlation Coefficient. In: Salkind, N.J. (ed.) Encyclopedia of Measurement and Statistics (2007)
    • (2007) Encyclopedia of Measurement and Statistics
    • Abdi, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.