Supervised training of a neural network

Patent

Rate now

  [ 0.00 ] – not rated yet Voters 0   Comments 0

Details

395 22, 395 24, 395 27, G06K 962, G06K 900

Patent

active

055662730

ABSTRACT:
The present invention provides a system and method for supervised training of a neural network. A neural network architecture and training method is disclosed that is a modification of an ARTMAP architecture. The modified ARTMAP network is an efficient and robust paradigm which has the unique property of incremental supervised learning. Furthermore, the modified ARTMAP network has the capability of removing undesired knowledge that has previously been learned by the network.

REFERENCES:
patent: 4803736 (1989-02-01), Grossberg et al.
patent: 4914708 (1990-04-01), Carpenter et al.
patent: 5040214 (1991-08-01), Grossberg et al.
patent: 5058180 (1991-10-01), Khan
patent: 5133021 (1992-07-01), Carpenter et al.
patent: 5142590 (1992-08-01), Carpenter et al.
patent: 5157738 (1992-10-01), Carpenter et al.
patent: 5214715 (1993-05-01), Carpenter et al.
patent: 5311601 (1994-05-01), Carpenter et al.
Carpenter et al., "Art 2: Self-Organization of Stable Category Recognition Codes for Analog Input Patterns," Applied Optics, vol. 26, No. 23, pp. 4919-4930, Dec. 1, 1987.
Carpenter et al., "ARTMAP: Supervised Real-Time Learning and Classification of Nonstationary Data by a Self-Organizing Neural Network," Neural Networks, vol. 4, pp. 565-588, 1991.
Huang et al., "Machine Fault Classification Using an ART 2 Neural Network," Nov. 1991, Accepted for International Journal of Advance Manufacturing Technology, May 1992.
Huang et al., "Artmap Neural Networks for Closed-loop Welding Process Control," to appear in Artificial Intelligence in Optimal Design and Manufacturing, edited by Z. Dong, 1994.
Spoerre, Julie K., "Machine Performance Monitoring and Fault Classification Using an Exponentially Weighted Moving Average Scheme," Thesis, May 1993.
Huang et al, "Tandem Artmap Neural Networks for Feedback Process Control: A Welding Example", production Engineering Division-vol. 57, Neural Network in Manufacturing and Robotics American Society of Mechanical Engineers, Nov. 8-13, 1992.
"ARTMAP: Supervised Real-Time Learning and Classification of Nonstationary Data by a Self-Organizing Neural Network", Carpenter et al, IEEE Conf. on Neural Networks for Ocean Engineering, 15-17, Aug. 1991.
"ARTMAP: A Self-Organizing Neural Network Architecture for Fast Supervised Learning and Pattern Recognition", Carpenter et al, IJCNN, 8-14 Jul., 1991 .

LandOfFree

Say what you really think

Search LandOfFree.com for the USA inventors and patents. Rate them and share your experience with other people.

Rating

Supervised training of a neural network does not yet have a rating. At this time, there are no reviews or comments for this patent.

If you have personal experience with Supervised training of a neural network, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Supervised training of a neural network will most certainly appreciate the feedback.

Rate now

     

Profile ID: LFUS-PAI-O-1253651

  Search
All data on this website is collected from public sources. Our data reflects the most accurate information available at the time of publication.