Self-organizing feature map with improved performance by...

Details Self-organizing feature map with improved performance by... Self-organizing feature map with improved performance by...

2005-11-15

2005-11-15

Hirl, Joseph P. (Department: 2129)

Data processing: artificial intelligence

Neural network

Structure

C706S025000, C706S016000

Reexamination Certificate

active

06965885

ABSTRACT:
The learning rate used for updating the weights of a self-ordering feature map is determined by a process that injects some type of perturbation into the value so that it is not simply monotonically decreased with each training epoch. For example, the learning rate may be generated according to a pseudorandom process. The result is faster convergence of the synaptic weights.

REFERENCES:
patent: 5235673 (1993-08-01), Austvold et al.
patent: 5479576 (1995-12-01), Watanabe et al.
patent: 5809490 (1998-09-01), Guiver et al.
patent: 5819245 (1998-10-01), Peterson et al.
patent: 5933818 (1999-08-01), Kasravi et al.
patent: 6018696 (2000-01-01), Matsuoka et al.
patent: 6173275 (2001-01-01), Caid et al.
patent: 6477469 (2002-11-01), Ye et al.
patent: 6578021 (2003-06-01), Barillaud
patent: 2001/0034686 (2001-10-01), Eder
patent: 2002/0091489 (2002-07-01), Ye et al.
Kishan Mehrotra et al, Artificial Neural Networks, 1997, MIT, 188-195.
Teuvo Kohonen, Self-Organizing Maps of Massive Document Collections, 2000, IEEE, 0-7695-0619-4/00, 3-9.
Teuvo Kohonen, The Self-Organizing Map, Sep. 1990, IEEE, vol. 78, ,No. 9, 1464-1480.
Schnitman et al, “An Efficient Implementation of a Learning Method for Mamdani Fuzzy Models”, Proceedings Sixth Brazilian Symposium on Neural Networks, Rio de Janeiro, Brazil, Nov. 2000, Los Alamitos, CA, USA, IEEE Comput. Soc. USA 2000, pp. 38-43, XP0010527545.

Affiliated with

Also associated with

Rating

Self-organizing feature map with improved performance by... does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Self-organizing feature map with improved performance by..., we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Self-organizing feature map with improved performance by... will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFUS-PAI-O-3511191