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July 1978 (vol. 27 no. 7)
pp. 648-659
| ASCII Text | x | ||
| null Hai Do-Tu, M. Installe, "Learning Algorithms for Nonparametric Solution to the Minimum Error Classification Problem," IEEE Transactions on Computers, vol. 27, no. 7, pp. 648-659, July, 1978. | |||
| BibTex | x | ||
| @article{ 10.1109/TC.1978.1675165, author = {null Hai Do-Tu and M. Installe}, title = {Learning Algorithms for Nonparametric Solution to the Minimum Error Classification Problem}, journal ={IEEE Transactions on Computers}, volume = {27}, number = {7}, issn = {0018-9340}, year = {1978}, pages = {648-659}, doi = {http://doi.ieeecomputersociety.org/10.1109/TC.1978.1675165}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - JOUR JO - IEEE Transactions on Computers TI - Learning Algorithms for Nonparametric Solution to the Minimum Error Classification Problem IS - 7 SN - 0018-9340 SP648 EP659 EPD - 648-659 A1 - null Hai Do-Tu, A1 - M. Installe, PY - 1978 KW - window functions KW - Discriminant functions KW - machine learning KW - pattern recognition KW - stochastic approximation VL - 27 JA - IEEE Transactions on Computers ER - | |||
This paper discusses the two class classification problem using discriminant function solution that minimizes the probability of classification error. Learning algorithms using window function techniques are presented. The convergence rates are estimated and a particular strategy is proposed. Within this strategy it is recommended to use a triangular window function. The proposed algorithms are tested on several artificial pattern classification problems and their efficiency is proven. A comparison with the mean-square-error algorithm is also presented.
Index Terms:
window functions, Discriminant functions, machine learning, pattern recognition, stochastic approximation
Citation:
null Hai Do-Tu, M. Installe, "Learning Algorithms for Nonparametric Solution to the Minimum Error Classification Problem," IEEE Transactions on Computers, vol. 27, no. 7, pp. 648-659, July 1978, doi:10.1109/TC.1978.1675165
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