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Volumn 55, Issue 9, 2012, Pages 1058-1071

A local mean-based k-nearest centroid neighbor classifier

Author keywords

K nearest centroid neighbor rule; K nearest neighbor rule; local mean vector; nearest centroid neighborhood; pattern classification

Indexed keywords

CLASS DISTRIBUTIONS; CLASS LABELS; CLASSIFICATION DECISION; CLASSIFICATION ERRORS; CLASSIFICATION PERFORMANCE; EFFECTIVE ALGORITHMS; K NEAREST CENTROID NEIGHBORS; K-NEAREST CENTROID NEIGHBOR RULE; K-NEAREST NEIGHBOR RULES; K-NEAREST NEIGHBORS; LOCAL MEAN; MEAN VECTOR; NEAREST CENTROID NEIGHBORHOOD; QUERY PATTERNS; SMALL SAMPLE SIZE; SYNTHETIC DATASETS;

EID: 84865741262     PISSN: 00104620     EISSN: 14602067     Source Type: Journal    
DOI: 10.1093/comjnl/bxr131     Document Type: Article
Times cited : (100)

References (24)
  • 1
    • 0003909532 scopus 로고
    • Discriminatory analysis, nonparametric discrimination: Consistency properties
    • USAF School of Aviation Medicine, Randolf Field, TX, USA
    • Technique Report No. 4 (1951) Discriminatory Analysis, Nonparametric Discrimination: Consistency Properties. USAF School of Aviation Medicine, Randolf Field, TX, USA.
    • (1951) Technique Report No. 4
  • 2
    • 84926662675 scopus 로고
    • Nearest neighbor pattern classification
    • Cover, T. M. and Hart, P. E. (1967) Nearest neighbor pattern classification. IEEE Trans. Inf. Theory, 13, 21-27.
    • (1967) IEEE Trans. Inf. Theory , vol.13 , pp. 21-27
    • Cover, T.M.1    Hart, P.E.2
  • 3
    • 0015127462 scopus 로고
    • Covergence of the nearest neighbor rule
    • Wagner, T. (1971) Covergence of the nearest neighbor rule. IEEE Trans. Inf. Theory, 17, 566-571.
    • (1971) IEEE Trans. Inf. Theory , vol.17 , pp. 566-571
    • Wagner, T.1
  • 6
    • 34147102976 scopus 로고    scopus 로고
    • Classifier design based on the use of nearest neighbor samples
    • Barcelona, Spain, September 3-7, IEEE
    • Mitani, Y. and Hamamoto, Y. (2000) Classifier Design Based on the Use of Nearest Neighbor Samples. Proc. 15th Int. Conf. Pattern Recognition, Barcelona, Spain, September 3-7, pp. 769-772. IEEE.
    • (2000) Proc. 15th Int. Conf. Pattern Recognition , pp. 769-772
    • Mitani, Y.1    Hamamoto, Y.2
  • 7
    • 33646261405 scopus 로고    scopus 로고
    • A local mean-based nonparametric classifier
    • Mitani, Y. and Hamamoto, Y. (2006) A local mean-based nonparametric classifier. Pattern Recogn. Lett., 27, 1151-1159.
    • (2006) Pattern Recogn. Lett. , vol.27 , pp. 1151-1159
    • Mitani, Y.1    Hamamoto, Y.2
  • 8
    • 77953614977 scopus 로고    scopus 로고
    • Nearest neighbour group-based classification
    • Samsudin, N. A. and Bradley, A. P. (2010) Nearest neighbour group-based classification. Pattern Recogn., 43, 3458-3467.
    • (2010) Pattern Recogn. , vol.43 , pp. 3458-3467
    • Samsudin, N.A.1    Bradley, A.P.2
  • 9
    • 79952187090 scopus 로고    scopus 로고
    • From classifiers to discriminators: A nearest neighbor rule induced discriminant analysis
    • Yang, J., Zhang, L., Yang, J. Y. and Zhang David (2011) From classifiers to discriminators: a nearest neighbor rule induced discriminant analysis. Pattern Recogn., 44, 1387-1402.
    • (2011) Pattern Recogn. , vol.44 , pp. 1387-1402
    • Yang, J.1    Zhang, L.2    Yang, J.Y.3    David, Z.4
  • 10
    • 69249222519 scopus 로고    scopus 로고
    • Large margin nearest local mean classifier
    • Chai, J., Liu, H., Chen, B. and Bao, Z. (2010) Large margin nearest local mean classifier. Signal Process., 90, 236-248.
    • (2010) Signal Process. , vol.90 , pp. 236-248
    • Chai, J.1    Liu, H.2    Chen, B.3    Bao, Z.4
  • 11
    • 56349098670 scopus 로고    scopus 로고
    • Pseudo nearest neighbor rule for pattern classification
    • Zeng, Y., Yang, Y. and Zhao, L. (2009) Pseudo nearest neighbor rule for pattern classification. Expert Syst. Appl., 36, 3587-3595.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 3587-3595
    • Zeng, Y.1    Yang, Y.2    Zhao, L.3
  • 12
    • 60549106664 scopus 로고    scopus 로고
    • Nonparametric classification based on local mean and class statistics
    • Zeng, Y., Yang, Y. and Zhao, L. (2009) Nonparametric classification based on local mean and class statistics. Expert Syst. Appl., 36, 8443-8448.
    • (2009) Expert Syst. Appl. , vol.36 , pp. 8443-8448
    • Zeng, Y.1    Yang, Y.2    Zhao, L.3
  • 13
    • 0029669422 scopus 로고    scopus 로고
    • A new definition of neighbourhood of a point in multi-dimensional space
    • Chaudhuri, B. B. (1996) A new definition of neighbourhood of a point in multi-dimensional space. Pattern Recogn. Lett., 17, 11-17.
    • (1996) Pattern Recogn. Lett. , vol.17 , pp. 11-17
    • Chaudhuri, B.B.1
  • 14
    • 0031273787 scopus 로고    scopus 로고
    • On the use of neighbourhoodbased non-parametric classifiers
    • Sánchez, J. S., Pla, F. and Ferri, F. J. (1997) On the use of neighbourhoodbased non-parametric classifiers. Pattern Recogn. Lett., 18, 1179-1186.
    • (1997) Pattern Recogn. Lett. , vol.18 , pp. 1179-1186
    • Sánchez, J.S.1    Pla, F.2    Ferri, F.J.3
  • 15
    • 80052705775 scopus 로고    scopus 로고
    • Improving the k-nearest neighbour rule: Using geometrical neighbourhoods and manifold-based metrics
    • Altinçay, H. (2011) Improving the k-nearest neighbour rule: using geometrical neighbourhoods and manifold-based metrics. Expert Syst., 28, 391-406.
    • (2011) Expert Syst. , vol.28 , pp. 391-406
    • Altinçay, H.1
  • 16
    • 0032208093 scopus 로고    scopus 로고
    • Improving the k-NCN classification rule through heuristic modifications
    • Sánchez, J. S., Pla, F. and Ferri, F. J. (1998) Improving the k-NCN classification rule through heuristic modifications. Pattern Recogn. Lett., 19, 1165-1170.
    • (1998) Pattern Recogn. Lett. , vol.19 , pp. 1165-1170
    • Sánchez, J.S.1    Pla, F.2    Ferri, F.J.3
  • 17
    • 0031164017 scopus 로고    scopus 로고
    • Prototype selection for the nearest neighbour rule through proximity graphs
    • Sánchez, J. S., Pla, F. and Ferri, F. J. (1997) Prototype selection for the nearest neighbour rule through proximity graphs. Pattern Recogn. Lett., 18, 507-513.
    • (1997) Pattern Recogn. Lett. , vol.18 , pp. 507-513
    • Sánchez, J.S.1    Pla, F.2    Ferri, F.J.3
  • 18
    • 0347895067 scopus 로고    scopus 로고
    • Analysis of new techniques to obtain quality training sets
    • Sánchez, J. S., Barandela, R. and Marqués, A. I. (2003) Analysis of new techniques to obtain quality training sets. Pattern Recogn. Lett., 24, 1015-1022.
    • (2003) Pattern Recogn. Lett. , vol.24 , pp. 1015-1022
    • Sánchez, J.S.1    Barandela, R.2    Marqués, A.I.3
  • 19
    • 33745421067 scopus 로고    scopus 로고
    • Experimental study on prototype optimisation algorithms for prototype-based classification in vector spaces
    • Lozano, M., Sotoca, J. M., Sánchez, J. S., Pla, F., Pȩkalska, E. and Duin, R. P. W. (2006) Experimental study on prototype optimisation algorithms for prototype-based classification in vector spaces. Pattern Recogn., 39, 1827-1838.
    • (2006) Pattern Recogn. , vol.39 , pp. 1827-1838
    • Lozano, M.1    Sotoca, J.M.2    Sánchez, J.S.3    Pla, F.4    Pȩkalska, E.5    Duin, R.P.W.6
  • 20
    • 32544437372 scopus 로고    scopus 로고
    • An LVQ-based adaptive algorithm for learning from very small codebooks
    • Sánchez, J. S. and Marqués, A. I. (2006) An LVQ-based adaptive algorithm for learning from very small codebooks. Neurocomputing Lett., 69, 922-927.
    • (2006) Neurocomputing Lett. , vol.69 , pp. 922-927
    • Sánchez, J.S.1    Marqués, A.I.2
  • 21
    • 84858832206 scopus 로고    scopus 로고
    • Enhanced neighbourhood specifications for pattern classification
    • Chen, D. and Cheng, X. eds, Kluwer Academic Publishers
    • Sánchez, J. S. and Marqués, A. I. (2002) Enhanced Neighbourhood Specifications for Pattern Classification. In Chen, D. and Cheng, X. (eds), Pattern Recognition and String Matching. Kluwer Academic Publishers.
    • (2002) Pattern Recognition and String Matching
    • Sánchez, J.S.1    Marqués, A.I.2
  • 23
    • 78649934709 scopus 로고    scopus 로고
    • University of California, School of Information and Computer Science, Irvine, CA
    • Frank, A. and Asuncion, A. (2010) UCI machine learning repository. http://archive.ics.uci.edu/ml. University of California, School of Information and Computer Science, Irvine, CA.
    • (2010) UCI machine learning repository
    • Frank, A.1    Asuncion, A.2
  • 24
    • 0019226255 scopus 로고
    • On the dominance of non-parametric Bayes rule discriminant algorithms in high dimensions
    • Van Ness, J. (1980) On the dominance of non-parametric Bayes rule discriminant algorithms in high dimensions. Pattern Recogn., 12, 355-368.
    • (1980) Pattern Recogn. , vol.12 , pp. 355-368
    • Van Ness, J.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.