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Volumn , Issue , 2009, Pages 39-46

Curse of dimensionality in pivot-based indexes

Author keywords

Concentration of measure; Curse of dimensionality; Data structures; Similarity search

Indexed keywords

ASYMPTOTIC PERFORMANCE; ASYMPTOTICALLY LINEAR; CONCENTRATION OF MEASURE; COST MODELS; CURSE OF DIMENSIONALITY; DATA SETS; DISTANCE CALCULATION; HIGH DIMENSIONS; INDEXING SCHEME; INTRINSIC DIMENSIONS; METRIC SPACES; SIMILARITY SEARCH; SINGLE COMPUTATION; STATISTICAL LEARNING; SUBLINEAR;

EID: 70449893820     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SISAP.2009.9     Document Type: Conference Paper
Times cited : (25)

References (25)
  • 4
    • 0041339760 scopus 로고    scopus 로고
    • Pivot selection techniques for proximity searching in metric spaces
    • Bus03
    • [Bus03] Bustos, B., Chávez, E., Navarro, G (2003) Pivot selection techniques for proximity searching in metric spaces. Pattern Recognition Letters, 24-14, 2357-2366.
    • (2003) Pattern Recognition Letters , vol.24 -14 , pp. 2357-2366
    • Bustos, B.1    Chávez, E.2    Navarro, G.3
  • 5
    • 84993661659 scopus 로고    scopus 로고
    • M-tree: An efficient access method for similarity search in metric spaces. Proc
    • Cia97
    • [Cia97] Ciaccia, P., Patella, M., Zezula, P. (1997) M-tree: An efficient access method for similarity search in metric spaces. Proc. VLDB 1997: pp426-435
    • (1997) VLDB 1997 , pp. 426-435
    • Ciaccia, P.1    Patella, M.2    Zezula, P.3
  • 8
    • 26744453485 scopus 로고    scopus 로고
    • Towards measuring the searching complexity of metric spaces
    • Cha01b
    • [Cha01b] Chávez, E., Navarro, G. (2001). Towards measuring the searching complexity of metric spaces. Proceedings of ENC'01, 969-978.
    • (2001) Proceedings of ENC'01 , pp. 969-978
    • Chávez, E.1    Navarro, G.2
  • 9
    • 18444400570 scopus 로고    scopus 로고
    • A compact space decomposition for effective metric indexing
    • Cha05
    • [Cha05] Chávez, E., Navarro, G. (2005). A compact space decomposition for effective metric indexing. Pattern Recognition Letters, v.26, issue 9, pp 1363-1376
    • (2005) Pattern Recognition Letters , vol.26 , Issue.9 , pp. 1363-1376
    • Chávez, E.1    Navarro, G.2
  • 12
    • 0000085854 scopus 로고
    • A Course on Empirical Processes
    • Dud84, Springer, New York
    • [Dud84] Dudley, R.M. (1984). A Course on Empirical Processes, Lecture Notes in Math. Springer, New York, 1984
    • (1984) Lecture Notes in Math
    • Dudley, R.M.1
  • 13
    • 0000535132 scopus 로고
    • A topological application of the isoperimetric inequality
    • Gro83
    • [Gro83] Gromov, M., Milman, V.D. (1983). A topological application of the isoperimetric inequality. Amer. J. Math. 105, 843-854.
    • (1983) Amer. J. Math , vol.105 , pp. 843-854
    • Gromov, M.1    Milman, V.D.2
  • 14
    • 33646748455 scopus 로고    scopus 로고
    • Data mining techniques
    • Heg01
    • [Heg01] Hegland, M. (2001) Data mining techniques. Acta Numerica, 2001 pp313-355
    • (2001) Acta Numerica, 2001 , pp. 313-355
    • Hegland, M.1
  • 15
    • 70450057033 scopus 로고    scopus 로고
    • [Ind04] Indyk, P. (2004). Ch. 39 of Handbook of Discrete and Computational Geometry, Goodman, J.E., O'Rourke, J., eds., CRC Press.
    • [Ind04] Indyk, P. (2004). Ch. 39 of Handbook of Discrete and Computational Geometry, Goodman, J.E., O'Rourke, J., eds., CRC Press.
  • 17
    • 35248851077 scopus 로고    scopus 로고
    • A few notes on statistical learning theory. Advanced Lectures in Machine Learning
    • Men03, Springer
    • [Men03] Mendelson, S. (2003) A few notes on statistical learning theory. Advanced Lectures in Machine Learning LNCS 2600, 1-40. Springer
    • (2003) LNCS , vol.2600 , pp. 1-40
    • Mendelson, S.1
  • 19
    • 0033909182 scopus 로고    scopus 로고
    • On the geometry of similarity search: Dimensionality curse and concentration of measure
    • Pes00
    • [Pes00] Pestov, V. (2000). On the geometry of similarity search: dimensionality curse and concentration of measure. Inform. Process. Lett. 73, 47-51.
    • (2000) Inform. Process. Lett , vol.73 , pp. 47-51
    • Pestov, V.1
  • 20
    • 40649090828 scopus 로고    scopus 로고
    • An axiomatic approach to intrinsic dimension of a dataset
    • Pes08
    • [Pes08] Pestov, V. (2008). An axiomatic approach to intrinsic dimension of a dataset. Neural Networks 21, 204-213.
    • (2008) Neural Networks , vol.21 , pp. 204-213
    • Pestov, V.1
  • 21
    • 33750197371 scopus 로고    scopus 로고
    • Theory of nearest neighbors indexability
    • Sha06
    • [Sha06] Shaft, U., Ramakrishnan, R. (2006) Theory of nearest neighbors indexability . ACM Transactions on Database Systems, Volume 31 , Issue 3, pp 814-838.
    • (2006) ACM Transactions on Database Systems , vol.31 , Issue.3 , pp. 814-838
    • Shaft, U.1    Ramakrishnan, R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.