Patent
1995-10-11
1998-08-18
Downs, Robert W.
395 23, 395 24, G06F 1518
Patent
active
057969213
ABSTRACT:
A mapping determination method for obtaining mapping F from an N-dimensional metric vector space .OMEGA..sub.N to an M-dimensional metric vector space .OMEGA..sub.M has the following steps to get the optimal mapping quickly and positively. In the first step, complete, periodic, L.sub.m basic functions g.sub.m (X) according to the distribution of samples classified into Q categories on the N-dimensional metric vector space .OMEGA..sub.N are set. In the second step, a function f.sub.m (X) indicating the m-th component of the mapping F is expressed with the linear sum of the functions g.sub.m (X) and L.sub.m coefficients c.sub.m. The third step provides Q teacher vectors T.sub.q =(t.sub.q.1, t.sub.q.2, t.sub.q.3, . . . , t.sub.q.M) (where q=1, 2, . . . , Q) for the categories on the M-dimensional metric vector space .OMEGA..sub.M, calculates the specified estimation function J, and obtains the coefficients c.sub.m which minimize the estimation function J. In the fourth step, the coefficients c.sub.m obtained in the third step are stored in memory.
REFERENCES:
patent: 5408588 (1995-04-01), Ulug
patent: 5517597 (1996-05-01), Aparicio, IV et al.
patent: 5517667 (1996-05-01), Wang
patent: 5528729 (1996-06-01), Watanabe
Shridhar, M. and Badreldin, A. "Feature evaluation and sub-class determination through functional mapping" published in Pattern Recognition Letters, May 1985, Netherlands, vol. 3, No. 3, pp. 155-159.
Tseng, Chea-Tin (Tim) and Moret, Bernard M.E. "A New Method for One-Dimensional Linear Feature Transformations" published in Pattern Recognition, Jan. 1990, Great Britain, vol. 23, No. 7, pp. 745-752.
Siedlecki, Wojciech; Siedlecka, Kinga and Sklansky, Jack "An Overview of Mapping Techniques for Exploratory Pattern Analysis" published in Pattern Recognition, 1988, Great Britain, vol. 21, No. 5, pp. 411-429.
Reber, William L. and Lyman, John "An Artificial Neural System Design for Rotation and Scale Invariant Pattern Recognition" IEEE First International Conference on Neural Networks, Jun. 21-24, 1987, San Diego, California, pp. IV-277-IV-283.
Laine, Andrew F. and Schuler, Sergio "Hexagonal Wavelet Representations for Recognizing Complex Annotations," Proceedings of the Computer Society Conference on Computer Vision A Pattern Recognition, Seattle, Jun. 21-23, 1994, Institute of Electrical and Electronics Engineers, pp. 740-745.
B.E. Rosen, et al., "Transcendental Functions in Backward Error Propagation," 1990 Int'l. Conf. on Systems, Man, and Cybernetics, pp. 239-241. Nov. 1990.
Y. Shin and J. Ghosh, "Approximation of Multivariate Functions Using Ridge Polynomial Networks," 1992 Int'l. Conf. on Neural Networks, vol. 2, pp. II-380 to II-385. Jun. 1992.
D.H. Rao and M.M. Gupta, "Dynamic Neural Units and Function Approximation," 1993 Int'l. Conf. on Neural Networks, pp. 743-748. Mar. 1993.
C.-H. Chang, et al., "Polynomial and Standard Higher Order Neural Network," 1993 Int'l. Conf. on Neural Networks, pp. 989-994. Mar. 1993.
Honda Hitoshi
Ishii Kazuo
Kato Yasuhiko
Minamino Katsuki
Ogawa Hiroaki
Downs Robert W.
Sony Corporation
LandOfFree
Mapping determination methods and data discrimination methods us does not yet have a rating. At this time, there are no reviews or comments for this patent.
If you have personal experience with Mapping determination methods and data discrimination methods us, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Mapping determination methods and data discrimination methods us will most certainly appreciate the feedback.
Profile ID: LFUS-PAI-O-1123703