Properties of Numeric Codes for the Scheme of Random Subspaces RSC

作者: D. A. Rachkovskii , S. V. Slipchenko , E. M. Kussul , T. N. Baidyk

DOI: 10.1007/S10559-005-0086-8

关键词:

摘要: Properties of coarse coding obtained by using the random subspace (RSC) scheme with hyperrectangular receptive fields are considered. Characteristics codes provided such as dimensionality fields, code density at various points input space, overlapping, and others. The results theoretical analysis illustrated experiments high-dimensional codes.

参考文章(15)
D. V. Zhora, Analysis of a Classifier with Random Thresholds Cybernetics and Systems Analysis. ,vol. 39, pp. 379- 393 ,(2003) , 10.1023/A:1025757410388
E. Kussul, D. Rachkovskij, D. Wunsch, The random subspace coarse coding scheme for real-valued vectors international joint conference on neural network. ,vol. 1, pp. 450- 455 ,(1999) , 10.1109/IJCNN.1999.831537
E.M. Kussul, L.M. Kasatkina, Neural network system for continuous hand-written words recognition international joint conference on neural network. ,vol. 4, pp. 2855- 2858 ,(1999) , 10.1109/IJCNN.1999.833536
R.W. Prager, T.D. Harrison, F. Fallside, Boltzmann machines for speech recognition Computer Speech & Language. ,vol. 1, pp. 3- 27 ,(1986) , 10.1016/S0885-2308(86)80008-0
W.J. Holmes, M.J. Russell, Probabilistic-trajectory segmental HMMs Computer Speech & Language. ,vol. 13, pp. 3- 37 ,(1999) , 10.1006/CSLA.1998.0048
J. S. Albus, Data Storage in the Cerebellar Model Articulation Controller (CMAC) Journal of Dynamic Systems Measurement and Control-transactions of The Asme. ,vol. 97, pp. 228- 233 ,(1975) , 10.1115/1.3426923
R.W. Prager, F. Fallside, The modified Kanerva model for automatic speech recognition Computer Speech & Language. ,vol. 3, pp. 61- 81 ,(1989) , 10.1016/0885-2308(89)90015-6
CC Hang, KW Lim, WK Ho, None, Generalised minimum-variance stochastic self-tuning controller with pole restriction IEE Proceedings D Control Theory and Applications. ,vol. 138, pp. 25- 32 ,(1991) , 10.1049/IP-D.1991.0004
Dmitri A Rachkovskij, Ernst M Kussul, None, DataGen: a generator of datasets for evaluation of classification algorithms Pattern Recognition Letters. ,vol. 19, pp. 537- 544 ,(1998) , 10.1016/S0167-8655(98)00053-1