메뉴 건너뛰기




Volumn 6871 LNAI, Issue , 2011, Pages 16-30

Hubness-based fuzzy measures for high-dimensional k-nearest neighbor classification

Author keywords

[No Author keywords available]

Indexed keywords

CURSE OF DIMENSIONALITY; EXPERIMENTAL EVALUATION; FUZZY APPROACH; FUZZY MEASURES; HIGH DIMENSIONAL DATA; HIGH DIMENSIONAL SPACES; HIGH-DIMENSIONAL; IMAGE DOMAIN; K-NEAREST NEIGHBOR CLASSIFICATION; K-NEAREST NEIGHBOR CLASSIFIER; K-NN CLASSIFIER; UCI REPOSITORY; WEIGHTED METHOD; WEIGHTED VOTING;

EID: 80052314494     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-23199-5_2     Document Type: Conference Paper
Times cited : (20)

References (18)
  • 2
    • 84949479246 scopus 로고    scopus 로고
    • On the Surprising Behavior of Distance Metrics in High Dimensional Spaces
    • Aggarwal, C.C., Hinneburg, A., Keim, D.A.: On the surprising behavior of distance metrics in high dimensional spaces. In: Van den Bussche, J., Vianu, V. (eds.) ICDT 2001. LNCS, vol. 1973, pp. 420-434. Springer, Heidelberg (2000) (Pubitemid 33213340)
    • (2001) LECTURE NOTES IN COMPUTER SCIENCE , Issue.1973 , pp. 420-434
    • Aggarwal, C.C.1    Hinneburg, A.2    Keim, D.A.3
  • 3
    • 77955045250 scopus 로고    scopus 로고
    • Can shared-neighbor distances defeat the curse of dimensionality?
    • Gertz, M., Ludäscher, B. (eds.) SSDBM 2010. Springer, Heidelberg
    • Houle, M.E., Kriegel, H.P., Kröger, P., Schubert, E., Zimek, A.: Can shared-neighbor distances defeat the curse of dimensionality? In: Gertz, M., Ludäscher, B. (eds.) SSDBM 2010. LNCS, vol. 6187, pp. 482-500. Springer, Heidelberg (2010)
    • (2010) LNCS , vol.6187 , pp. 482-500
    • Houle, M.E.1    Kriegel, H.P.2    Kröger, P.3    Schubert, E.4    Zimek, A.5
  • 4
    • 67649105393 scopus 로고    scopus 로고
    • When is 'nearest neighbour' meaningful: A converse theorem and implications
    • Durrant, R.J., Kabán, A.: When is 'nearest neighbour' meaningful: A converse theorem and implications. Journal of Complexity 25(4), 385-397 (2009)
    • (2009) Journal of Complexity , vol.25 , Issue.4 , pp. 385-397
    • Durrant, R.J.1    Kabán, A.2
  • 10
    • 50549085732 scopus 로고    scopus 로고
    • On kernel difference-weighted k-nearest neighbor classification
    • Zuo, W., Zhang, D., Wang, K.: On kernel difference-weighted k-nearest neighbor classification. Pattern Analysis and Applications 11, 247-257 (2008)
    • (2008) Pattern Analysis and Applications , vol.11 , pp. 247-257
    • Zuo, W.1    Zhang, D.2    Wang, K.3
  • 12
    • 73649114627 scopus 로고    scopus 로고
    • A study on techniques for the automatic generation of membership functions for pattern recognition
    • Cintra, M.E., Camargo, H.A., Monard, M.C.: A study on techniques for the automatic generation of membership functions for pattern recognition. In: Congresso da Academia Trinacional de Ciências (C3N), vol. 1, pp. 1-10 (2008)
    • (2008) Congresso Da Academia Trinacional de Ciências (C3N) , vol.1 , pp. 1-10
    • Cintra, M.E.1    Camargo, H.A.2    Monard, M.C.3
  • 14
    • 67349183937 scopus 로고    scopus 로고
    • Rough-fuzzy weighted k-nearest leader classifier for large data sets
    • Babu, V.S., Viswanath, P.: Rough-fuzzy weighted k-nearest leader classifier for large data sets. Pattern Recognition 42(9), 1719-1731 (2009)
    • (2009) Pattern Recognition , vol.42 , Issue.9 , pp. 1719-1731
    • Babu, V.S.1    Viswanath, P.2
  • 15
    • 27244439865 scopus 로고    scopus 로고
    • An optimally weighted fuzzy k-NN algorithm
    • Singh, S., Singh, M., Apte, C., Perner, P. (eds.) ICAPR 2005. Springer, Heidelberg
    • Pham, T.D.: An optimally weighted fuzzy k-NN algorithm. In: Singh, S., Singh, M., Apte, C., Perner, P. (eds.) ICAPR 2005. LNCS, vol. 3686, pp. 239-247. Springer, Heidelberg (2005)
    • (2005) LNCS , vol.3686 , pp. 239-247
    • Pham, T.D.1
  • 16
    • 70449440398 scopus 로고    scopus 로고
    • Fast approximate kNN graph construction for high dimensional data via recursive Lanczos bisection
    • Chen, J., Fang, H., Saad, Y.: Fast approximate kNN graph construction for high dimensional data via recursive Lanczos bisection. Journal of Machine Learning Research 10, 1989-2012 (2009)
    • (2009) Journal of Machine Learning Research , vol.10 , pp. 1989-2012
    • Chen, J.1    Fang, H.2    Saad, Y.3
  • 17
    • 0042847140 scopus 로고    scopus 로고
    • Inference for the generalization error
    • Nadeau, C., Bengio, Y.: Inference for the generalization error. Machine Learning 52(3), 239-281 (2003)
    • (2003) Machine Learning , vol.52 , Issue.3 , pp. 239-281
    • Nadeau, C.1    Bengio, Y.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.