Physics – Physics and Society
Scientific paper
2005-09-07
Physics
Physics and Society
13 pages, 8 figures
Scientific paper
10.1143/JPSJ.75.024003
In the framework of on-line learning, a learning machine might move around a teacher due to the differences in structures or output functions between the teacher and the learning machine or due to noises. The generalization performance of a new student supervised by a moving machine has been analyzed. A model composed of a true teacher, a moving teacher and a student that are all linear perceptrons with noises has been treated analytically using statistical mechanics. It has been proven that the generalization errors of a student can be smaller than that of a moving teacher, even if the student only uses examples from the moving teacher.
Miyoshi Seiji
Okada Masato
No associations
LandOfFree
Analysis of on-line learning when a moving teacher goes around a true teacher does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.
If you have personal experience with Analysis of on-line learning when a moving teacher goes around a true teacher, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Analysis of on-line learning when a moving teacher goes around a true teacher will most certainly appreciate the feedback.
Profile ID: LFWR-SCP-O-216057