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Volumn 6278 LNAI, Issue PART 3, 2010, Pages 583-591

On the impact of the metrics choice in SOM learning: Some empirical results from financial data

Author keywords

Financial data; Metrics choice; Self Organizing Maps

Indexed keywords

CLUSTERING PROCEDURE; COUNTS-AS; DATA DOMAINS; DECISION PROCESS; DIFFERENT TIME SCALE; DISTANCE METRICS; EMPIRICAL RESULTS; EUCLIDEAN NORM; FINANCIAL DATA; FOREIGN EXCHANGE MARKETS; INPUT PATTERNS; LEARNING PROCEDURES; METRICS CHOICE; MINKOWSKI; TIME-SCALES; ULTRAMETRICS;

EID: 78449231801     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15393-8_65     Document Type: Conference Paper
Times cited : (1)

References (15)
  • 1
    • 0034592763 scopus 로고    scopus 로고
    • The IGrid Index: Reversing the Dimensionality Curse for Similarity Indexing in High Dimensional Space
    • Aggarwal, C.C., Yu, P.S.: The IGrid Index: Reversing the Dimensionality Curse For Similarity Indexing in High Dimensional Space. In: Proc. of KDD, pp. 119-129 (2000)
    • (2000) Proc. of KDD , pp. 119-129
    • Aggarwal, C.C.1    Yu, P.S.2
  • 2
    • 1542292055 scopus 로고    scopus 로고
    • What Is the Nearest Neighbor in High Dimensional Spaces?
    • Abbadi, A., Brodie, M.L., Chakravarthy, S., Dayal, U., Kamel, N., Schlageter, G., Whang, K.-Y. (eds.) Morgan Kaufmann, San Francisco
    • Aggarwal, C.C., Hinneburg, A., Keim, D.A.: What Is the Nearest Neighbor in High Dimensional Spaces? In: Abbadi, A., Brodie, M.L., Chakravarthy, S., Dayal, U., Kamel, N., Schlageter, G., Whang, K.-Y. (eds.) Proc. of VLDB 2000, 26th Intl. Conference on Very Large Data Bases, Cairo, Egypt, September 10-14, pp. 506-515. Morgan Kaufmann, San Francisco (2000)
    • (2000) Proc. of VLDB 2000, 26th Intl. Conference on Very Large Data Bases, Cairo, Egypt, September 10-14 , pp. 506-515
    • Aggarwal, C.C.1    Hinneburg, A.2    Keim, D.A.3
  • 3
    • 84949479246 scopus 로고    scopus 로고
    • On the Surprising Behavior of Distance Metrics in High Dimensional Spaces
    • Van den Bussche, J., Vianu, V. (eds.) ICDT 2001. Springer, Heidelberg
    • 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, p. 420. Springer, Heidelberg (2000)
    • (2000) LNCS , vol.1973 , pp. 420
    • Aggarwal, C.C.1    Hinneburg, A.2    Keim, D.A.3
  • 4
    • 84947205653 scopus 로고    scopus 로고
    • When Is Nearest Neighbor Meaningful
    • Beeri, C., Bruneman, P. (eds.) ICDT 1999. Springer, Heidelberg
    • Beyer, K.S., Goldstein, J., Ramakrishnan, R., Shaft, U.: When Is Nearest Neighbor Meaningful. In: Beeri, C., Bruneman, P. (eds.) ICDT 1999. LNCS, vol. 1540, pp. 217-235. Springer, Heidelberg (1998)
    • (1998) LNCS , vol.1540 , pp. 217-235
    • Beyer, K.S.1    Goldstein, J.2    Ramakrishnan, R.3    Shaft, U.4
  • 5
    • 35048852569 scopus 로고    scopus 로고
    • Reliability and convergence on Kohonen maps: An empirical study
    • Negoita, M.G., Howlett, R.J., Jain, L.C. (eds.) KES 2004. Springer, Heidelberg
    • Cattaneo Adorno, M., Resta, M.: Reliability and convergence on Kohonen maps: an empirical study. In: Negoita, M.G., Howlett, R.J., Jain, L.C. (eds.) KES 2004. LNCS (LNAI), vol. 3213, pp. 426-433. Springer, Heidelberg (2004)
    • (2004) LNCS (LNAI) , vol.3213 , pp. 426-433
    • Cattaneo Adorno, M.1    Resta, M.2
  • 7
    • 0036790872 scopus 로고    scopus 로고
    • Statistical tools to assess the reliability of Self-Organizing Maps
    • De Bodt, E., Cottrell, M., Verleysen, M.: Statistical tools to assess the reliability of Self-Organizing Maps. Neural Networks 15, 967-978 (2002)
    • (2002) Neural Networks , vol.15 , pp. 967-978
    • De Bodt, E.1    Cottrell, M.2    Verleysen, M.3
  • 11
    • 0032796990 scopus 로고    scopus 로고
    • Conformal self-organization for continuity on a feature map
    • Liou, C.Y., Tai, W.P.: Conformal self-organization for continuity on a feature map. Neural Networks 12, 893-905 (1999)
    • (1999) Neural Networks , vol.12 , pp. 893-905
    • Liou, C.Y.1    Tai, W.P.2
  • 12
    • 69449094854 scopus 로고    scopus 로고
    • Seize the (intra)day: Features selection and rules extraction for tradings on high-frequency data
    • Resta, M.: Seize the (intra)day: Features selection and rules extraction for tradings on high-frequency data. Neurocomputing 72(16-18), 3413-3427 (2009)
    • (2009) Neurocomputing , vol.72 , Issue.16-18 , pp. 3413-3427
    • Resta, M.1
  • 13
    • 25144451767 scopus 로고    scopus 로고
    • The Curse of Dimensionality in Data Mining and Time Series Prediction
    • Cabestany, J., Prieto, A.G., Sandoval, F. (eds.) IWANN 2005. Springer, Heidelberg
    • Verleysen, M., Francois, D.: The Curse of Dimensionality in Data Mining and Time Series Prediction. In: Cabestany, J., Prieto, A.G., Sandoval, F. (eds.) IWANN 2005. LNCS, vol. 3512, pp. 758-770. Springer, Heidelberg (2005)
    • (2005) LNCS , vol.3512 , pp. 758-770
    • Verleysen, M.1    Francois, D.2
  • 15
    • 33746658652 scopus 로고    scopus 로고
    • Spherical Self-Organizing Map using efficient indexed geodesic data structure
    • Wu, Y., Takatsuka, M.: Spherical Self-Organizing Map using efficient indexed geodesic data structure. Neural Networks 19(6-7), 900-910 (2006)
    • (2006) Neural Networks , vol.19 , Issue.6-7 , pp. 900-910
    • Wu, Y.1    Takatsuka, M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.