Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2008-09-11
Physics
Condensed Matter
Disordered Systems and Neural Networks
Scientific paper
10.1088/1751-8113/42/1/015005
Learning behavior of simple perceptrons is analyzed for a teacher-student scenario in which output labels are provided by a teacher network for a set of possibly correlated input patterns, and such that teacher and student networks are of the same type. Our main concern is the effect of statistical correlations among the input patterns on learning performance. For this purpose, we extend to the teacher-student scenario a methodology for analyzing randomly labeled patterns recently developed in {\em J. Phys. A: Math. Theor.} {\bf 41}, 324013 (2008). This methodology is used for analyzing situations in which orthogonality of the input patterns is enhanced in order to optimize the learning performance.
Kabashima Yoshiyuki
Shinzato Takashi
No associations
LandOfFree
Learning of correlated patterns by simple perceptrons 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 Learning of correlated patterns by simple perceptrons, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Learning of correlated patterns by simple perceptrons will most certainly appreciate the feedback.
Profile ID: LFWR-SCP-O-473925