TY  - EDBOOK
AB  - In this paper, a novel on-line regression method is presented. Due to its origins in Adaptive Resonance Theory neural networks, this method is particularly well-suited to problems requiring stable incremental learning. Its performance on five publicly available datasets is shown to be at least comparable to two established off-line methods. Furthermore, it exhibits considerable improvements in comparison to its closest supervised relative Fuzzy ARTMAP.
DA  - 2011
DO  - 10.1007/978-3-642-24958-7_65
KW  - On-line learning
KW  - Adaptive Resonance Theory
KW  - Regression
KW  - TopoART
LA  - eng
PY  - 2011
SN  - 978-3-642-24958-7
TI  - An Extended TopoART Network for the Stable On-Line Learning of Regression Functions
UR  - https://nbn-resolving.org/urn:nbn:de:0070-pub-23011919
Y2  - 2024-11-22T08:44:32
ER  -