Skip Nav Destination
Close Modal
Update search
NARROW
Format
Journal
Date
Availability
1-1 of 1
Shahar Mendelson
Close
Follow your search
Access your saved searches in your account
Would you like to receive an alert when new items match your search?
Sort by
Journal Articles
A New On-Line Learning Model
UnavailablePublisher: Journals Gateway
Neural Computation (2001) 13 (4): 935–957.
Published: 01 April 2001
Abstract
View articletitled, A New On-Line Learning Model
View
PDF
for article titled, A New On-Line Learning Model
We introduce a new supervised learning model that is a nonhomogeneous Markov process and investigate its properties. We are interested in conditions that ensure that the process converges to a “correct state,” which means that the system agrees with the teacher on every “question.” We prove a sufficient condition for almost sure convergence to a correct state and give several applications to the convergence theorem. In particular, we prove several convergence results for well-known learning rules in neural networks.