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An Adaptive Procedure for Multiclass Pattern Classification
February 1968 (vol. 17 no. 2)
pp. 178-182
| ASCII Text | x | ||
| W.G. Wee, K.S. Fu, "An Adaptive Procedure for Multiclass Pattern Classification," IEEE Transactions on Computers, vol. 17, no. 2, pp. 178-182, February, 1968. | |||
| BibTex | x | ||
| @article{ 10.1109/TC.1968.227406, author = {W.G. Wee and K.S. Fu}, title = {An Adaptive Procedure for Multiclass Pattern Classification}, journal ={IEEE Transactions on Computers}, volume = {17}, number = {2}, issn = {0018-9340}, year = {1968}, pages = {178-182}, doi = {http://doi.ieeecomputersociety.org/10.1109/TC.1968.227406}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - JOUR JO - IEEE Transactions on Computers TI - An Adaptive Procedure for Multiclass Pattern Classification IS - 2 SN - 0018-9340 SP178 EP182 EPD - 178-182 A1 - W.G. Wee, A1 - K.S. Fu, PY - 1968 KW - Index terms?Adaptive procedure KW - discriminant function KW - linear separability KW - multiclass KW - pattern recognition KW - single-pattern adaptation KW - total-pattern adaptation. VL - 17 JA - IEEE Transactions on Computers ER - | |||
Abstract?A more general adaptive procedure for determining linear or piecewise linear discriminant functions for multiclass pattern classification is proposed. The adaptive procedure is a many-pattern or group-pattern adaptation. The training sequence consists of groups of vectors in matrix form instead of single vectors. The convergence proof shows that this procedure terminates in a finite number of adaptions if the solution exists. A necessary and suffcient condition is developed for testing the linear separability of each subset of (d + 1) samples. Furthermore, the proposed procedure can be implemented with the addition of only a little complexity to existing systems. Computer simulations indecate satisfactory results.
Index Terms:
Index terms?Adaptive procedure, discriminant function, linear separability, multiclass, pattern recognition, single-pattern adaptation, total-pattern adaptation.
Citation:
W.G. Wee, K.S. Fu, "An Adaptive Procedure for Multiclass Pattern Classification," IEEE Transactions on Computers, vol. 17, no. 2, pp. 178-182, Feb. 1968, doi:10.1109/TC.1968.227406
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