caa a22 4500 475801008 CHVBK 20180406123737.0 cr unu---uuuuu 170329e20000201xx s 000 0 eng 10.1023/A:1009622004201 doi (NATIONALLICENCE)springer-10.1023/A:1009622004201 Building Adaptive Basis Functions with a Continuous Self-OrganizingMap [Elektronische Daten] [Marcos Campos, Gail Carpenter] This paper introduces CSOM, a continuous version of the Self-Organizing Map(SOM). The CSOM network generates maps similar to those created with theoriginal SOM algorithm but, due to the continuous nature of the mapping,CSOM outperforms the SOM on function approximation tasks. CSOM integratesself-organization and smooth prediction into a single process. This is adeparture from previous work that required two training phases, one toself-organize a map using the SOM algorithm, and another to learn a smoothapproximation of a function. System performance is illustrated with threeexamples. Kluwer Academic Publishers, 2000 basis functions nationallicence continuous function approximation nationallicence competitive learning nationallicence interpolation nationallicence neural networks nationallicence on-line learning nationallicence self-organizing map nationallicence Campos Marcos Center for Adaptive Systems and Departmentof Cognitive and Neural Systems, Boston University, 677 Beacon Street, 02215, Boston, MA, U.S.A. aut Carpenter Gail Center for Adaptive Systems and Departmentof Cognitive and Neural Systems, Boston University, 677 Beacon Street, 02215, Boston, MA, U.S.A. aut Neural Processing Letters Kluwer Academic Publishers 11/1(2000-02-01), 59-78 1370-4621 11:1<59 2000 11 11063 https://doi.org/10.1023/A:1009622004201 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1009622004201 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Campos Marcos Center for Adaptive Systems and Departmentof Cognitive and Neural Systems, Boston University, 677 Beacon Street, 02215, Boston, MA, U.S.A aut NATIONALLICENCE 700 1- Carpenter Gail Center for Adaptive Systems and Departmentof Cognitive and Neural Systems, Boston University, 677 Beacon Street, 02215, Boston, MA, U.S.A aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers 11/1(2000-02-01), 59-78 1370-4621 11:1<59 2000 11 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer