Tech Report Announcement
Josiah Hoskins
joho%sw.MCC.COM at MCC.COM
Thu Mar 2 13:18:40 EST 1989
The following tech report is available.
Speeding Up Artificial Neural Networks
in the "Real" World
Josiah C. Hoskins
A new heuristic, called focused-attention backpropagation (FAB)
learning, is introduced. FAB enhances the backpropagation pro-
cedure by focusing attention on the exemplar patterns that are
most difficult to learn. Results are reported using FAB learning
to train multilayer feed-forward artificial neural networks to
represent real-valued elementary functions. The rate of learning
observed using FAB is 1.5 to 10 times faster than backpropagation.
Request for copies should refer to MCC Technical Report Number STP-049-89
and should be sent to
Kintner at mcc.com
or to
Josiah C. Hoskins
MCC - Software Technology Program AT&T: (512) 338-3684
9390 Research Blvd, Kaleido II Bldg. UUCP/USENET: milano!joho
Austin, Texas 78759 ARPA/INTERNET: joho at mcc.com
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