DocumentCode
395535
Title
Online learning with recycled examples: a cavity analysis
Author
Luo, Peixun ; Wong, K. Y Michael
Author_Institution
Dept. of Phys., Hong Kong Univ. of Sci. & Technol., Kowloon, China
Volume
3
fYear
2002
fDate
18-22 Nov. 2002
Firstpage
1341
Abstract
We analyse the dynamics of on-line learning with recycled examples using the cavity method. For large input dimensions, we derive equations for the macroscopic parameters, providing solutions to Adaline learning as a benchmark. Comparison with batch learning is discussed.
Keywords
Green´s function methods; generalisation (artificial intelligence); learning by example; neural nets; Adaline learning; Green function; cavity method; generalization; learning dynamics; online learning; recycled examples; Equations; History; Monte Carlo methods; Performance analysis; Physics; Steady-state; Water conservation;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN
981-04-7524-1
Type
conf
DOI
10.1109/ICONIP.2002.1202839
Filename
1202839
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