Statistical Mechanics of Time Domain Ensemble Learning

Details Statistical Mechanics of Time Domain Ensemble Learning Statistical Mechanics of Time Domain Ensemble Learning

2006-05-08

arxiv.org/abs/cond-mat/0605176v1

Physics

Condensed Matter

Statistical Mechanics

10 pages, 10 figures

Scientific paper

10.1143/JPSJ.75.084007

Conventional ensemble learning combines students in the space domain. On the other hand, in this paper we combine students in the time domain and call it time domain ensemble learning. In this paper, we analyze the generalization performance of time domain ensemble learning in the framework of online learning using a statistical mechanical method. We treat a model in which both the teacher and the student are linear perceptrons with noises. Time domain ensemble learning is twice as effective as conventional space domain ensemble learning.

Affiliated with

Also associated with

No associations

Rating

Statistical Mechanics of Time Domain Ensemble Learning 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 Statistical Mechanics of Time Domain Ensemble Learning, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Statistical Mechanics of Time Domain Ensemble Learning will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-463082