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Volumn 7231 LNCS, Issue , 2012, Pages 173-185

Novel hybrid feature selection algorithms for diagnosing erythemato-squamous diseases

Author keywords

Erythemato squamous Diseases; Feature Selection; generalized F score; Sequential Backward Floating Search; Sequential Forward Floating Search; Sequential Forward Search; Support Vector Machines

Indexed keywords

ERYTHEMATO-SQUAMOUS DISEASE; F-SCORE; SEQUENTIAL BACKWARD FLOATING SEARCH; SEQUENTIAL FORWARD FLOATING SEARCH; SEQUENTIAL FORWARD SEARCH; SUPPORT VECTOR MACHINE (SVM);

EID: 84859621938     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-29361-0_21     Document Type: Conference Paper
Times cited : (16)

References (23)
  • 1
    • 0032127185 scopus 로고    scopus 로고
    • Learning differential diagnosis of erythematosquamous diseases using voting feature intervals
    • Güvenir, H.A., Demiröz, G.,Ílter, N.: Learning differential diagnosis of erythematosquamous diseases using voting feature intervals. Artificial Intelligence in Medicine 13, 147-165 (1998)
    • (1998) Artificial Intelligence in Medicine , vol.13 , pp. 147-165
    • Güvenir, H.A.1    Demiröz, G.2    Ílter, N.3
  • 2
    • 0343441518 scopus 로고    scopus 로고
    • An expert system for the differential diagnosis of erythemato-squamous diseases
    • Güvenir, H.A., Emeksiz, N.: An expert system for the differential diagnosis of erythemato-squamous diseases. Expert Systems with Applications 18, 43-49 (2000)
    • (2000) Expert Systems with Applications , vol.18 , pp. 43-49
    • Güvenir, H.A.1    Emeksiz, N.2
  • 3
    • 14844363880 scopus 로고    scopus 로고
    • Automatic detection of erythemato-squamous diseases using adaptive neuro-fuzzy inference systems
    • Übeyli, E.D., Güler, Í.: Automatic detection of erythemato-squamous diseases using adaptive neuro-fuzzy inference systems. Computers in Biology and Medicine 35, 421-433 (2005)
    • (2005) Computers in Biology and Medicine , vol.35 , pp. 421-433
    • Übeyli, E.D.1    Güler, Í.2
  • 4
    • 33746358519 scopus 로고    scopus 로고
    • Similarity classifier with generalized mean applied to medical data
    • Luukka, P., Leppälampi, T.: Similarity classifier with generalized mean applied to medical data. Computers in Biology and Medicine 36, 1026-1040 (2006)
    • (2006) Computers in Biology and Medicine , vol.36 , pp. 1026-1040
    • Luukka, P.1    Leppälampi, T.2
  • 5
    • 33751185331 scopus 로고    scopus 로고
    • The effect to diagnostic accuracy of decision tree classifier of fuzzy and k-NN based weighted pre-processing methods to diagnosis of erythematosquamous diseases
    • Polat, K., Günes, S.: The effect to diagnostic accuracy of decision tree classifier of fuzzy and k-NN based weighted pre-processing methods to diagnosis of erythematosquamous diseases. Digital Signal Processing 16, 922-930 (2006)
    • (2006) Digital Signal Processing , vol.16 , pp. 922-930
    • Polat, K.1    Günes, S.2
  • 6
    • 32544456756 scopus 로고    scopus 로고
    • An ensemble of classifiers for the diagnosis of erythemato-squamous diseases
    • Nanni, L.: An ensemble of classifiers for the diagnosis of erythemato-squamous diseases. Neurocomputing 69, 842-845 (2006)
    • (2006) Neurocomputing , vol.69 , pp. 842-845
    • Nanni, L.1
  • 7
    • 34250844980 scopus 로고    scopus 로고
    • Similarity classifier using similarity measure derived from Yu's norms in classification of medical data sets
    • Luukka, P.: Similarity classifier using similarity measure derived from Yu's norms in classification of medical data sets. Computers in Biology and Medicine 37, 1133-1140 (2007)
    • (2007) Computers in Biology and Medicine , vol.37 , pp. 1133-1140
    • Luukka, P.1
  • 8
    • 48749124392 scopus 로고    scopus 로고
    • Multiclass support vector machines for diagnosis of erythematosquamous diseases
    • Übeyli, E.D.: Multiclass support vector machines for diagnosis of erythematosquamous diseases. Expert Systems with Applications 35, 1733-1740 (2008)
    • (2008) Expert Systems with Applications , vol.35 , pp. 1733-1740
    • Übeyli, E.D.1
  • 9
    • 56349133338 scopus 로고    scopus 로고
    • A novel hybrid intelligent method based on C4.5 decision tree classifier and one-against-all approach for multi-class classification problems
    • Polat, K., Günes, S.: A novel hybrid intelligent method based on C4.5 decision tree classifier and one-against-all approach for multi-class classification problems. Expert Systems with Applications 36, 1587-1592 (2009)
    • (2009) Expert Systems with Applications , vol.36 , pp. 1587-1592
    • Polat, K.1    Günes, S.2
  • 10
    • 58349112742 scopus 로고    scopus 로고
    • Combined neural networks for diagnosis of erythemato-squamous diseases
    • Übeyli, E.D.: Combined neural networks for diagnosis of erythemato-squamous diseases. Expert Systems with Applications 36, 5107-5112 (2009)
    • (2009) Expert Systems with Applications , vol.36 , pp. 5107-5112
    • Übeyli, E.D.1
  • 11
    • 77950518669 scopus 로고    scopus 로고
    • Automatic detection of erythemato-squamous diseases using k-Means clustering
    • Übeyli, E.D., Doǧdu, E.: Automatic detection of erythemato-squamous diseases using k-Means clustering. Journal of Medical System 34, 179-184 (2010)
    • (2010) Journal of Medical System , vol.34 , pp. 179-184
    • Übeyli, E.D.1    Doǧdu, E.2
  • 12
    • 62349118015 scopus 로고    scopus 로고
    • Feature selection with dynamic mutual information
    • Liu, H.W., Sun, J.G., et al.: Feature selection with dynamic mutual information. Pattern Recognition 42, 1330-1339 (2009)
    • (2009) Pattern Recognition , vol.42 , pp. 1330-1339
    • Liu, H.W.1    Sun, J.G.2
  • 13
    • 69249232103 scopus 로고    scopus 로고
    • A new feature selection method based on association rules for diagnosis of erythemato-squamous diseases
    • Karabatak, M., Ince, M.C.: A new feature selection method based on association rules for diagnosis of erythemato-squamous diseases. Expert Systems with Applications 36, 12500-12505 (2009)
    • (2009) Expert Systems with Applications , vol.36 , pp. 12500-12505
    • Karabatak, M.1    Ince, M.C.2
  • 14
    • 79953112529 scopus 로고    scopus 로고
    • A novel hybrid feature selection method based on IFSFFS and SVM for the diagnosis of erythemato-squamous diseases
    • MIT Press, Windsor
    • Xie, J.Y., Xie, W.X., Wang, C.X., et al.: A novel hybrid feature selection method based on IFSFFS and SVM for the diagnosis of erythemato-squamous diseases. In: JMLR Workshop and Conference Proceedings. Workshop on Applications of Pattern Analysis, vol. 11, pp. 142-151. MIT Press, Windsor (2010)
    • (2010) JMLR Workshop and Conference Proceedings. Workshop on Applications of Pattern Analysis , vol.11 , pp. 142-151
    • Xie, J.Y.1    Xie, W.X.2    Wang, C.X.3
  • 15
    • 79151473975 scopus 로고    scopus 로고
    • Using support vector machines with a novel hybrid feature selection method for diagnosis of erythemato-squamous diseases
    • Xie, J.Y., Wang, C.X.: Using support vector machines with a novel hybrid feature selection method for diagnosis of erythemato-squamous diseases. Expert Systems With Applications 38, 5809-5815 (2011)
    • (2011) Expert Systems with Applications , vol.38 , pp. 5809-5815
    • Xie, J.Y.1    Wang, C.X.2
  • 19
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for feature selection
    • Kohavi, R., John, G.: Wrappers for feature selection. Artificial Intelligence 1(2), 273-324 (1997)
    • (1997) Artificial Intelligence , vol.1 , Issue.2 , pp. 273-324
    • Kohavi, R.1    John, G.2
  • 20
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • Blum, A., Langley, P.: Selection of relevant features and examples in machine learning. Artificial Intelligence 1(2), 245-271 (1997)
    • (1997) Artificial Intelligence , vol.1 , Issue.2 , pp. 245-271
    • Blum, A.1    Langley, P.2
  • 21
    • 0015125457 scopus 로고
    • A direct method of nonparametric measurement selection
    • Whitney, A.W.: A direct method of nonparametric measurement selection. IEEE Transactions on Computers 20, 1100-1103 (1971)
    • (1971) IEEE Transactions on Computers , vol.20 , pp. 1100-1103
    • Whitney, A.W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.