(Enter summary)
Abstract: In this paper a novel multi-user receiver
is introduced, which unites fast convergence of neural
networks with the asymptotically global optimization
power of stochastic algorithms (e.g. Boltzmann machines)
. The proposed method is capable to achieve a
1..2 dB gain in performance over the traditional Hopfield
neural network, while only 2 or 3 times more iterations
is needed, which still does not prevent real-time
application. Furthermore, the algorithmic complexity
of the new method is the same ... (Update)
Context of citations to this paper: More
...to be zero. Our objective is, however, that the stationary state of this random state transition rule will yield the global optimum. In [10] the authors have succeeded in proving that if one uses F (x) 1 1 e #x (13) distribution to generate values of #(k) then the global...
.... MMSE (Minimum Mean Square Error) detector, Multistage Detector, Hoppfield neural network or Stochastic Hoppfield neural network [1, 2, 3, 4], and the references therein. One can find a comparison of the performance of the above mentioned algorithms in [5] Nonlinear sub...
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BibTeX entry: (Update)
G. Jeney, J. Levendovszky, "Stochastic Hopfield Network for Multi-user Detection" Accepted to ECWT 2000, Paris http://citeseer.ist.psu.edu/jeney00stochastic.html More
@misc{ jeney00stochastic,
author = "G. Jeney and J. Levendovszky",
title = "Stochastic Hopfield Network for Multi-user Detection",
text = "G. Jeney, J. Levendovszky, Stochastic Hopfield Network for Multi-user Detection
Accepted to ECWT 2000, Paris",
year = "2000",
url = "citeseer.ist.psu.edu/jeney00stochastic.html" }
Citations (may not include all citations):
268
Neurons with graded response have collective computational p.. (context) - Hopfield - 1984
254
Neural Computation of Decision in Optimization Problems (context) - Hopfield, Tank - 1985
176
Multistage Detection for Asynchronous Code-Division Multiple.. (context) - Varanasi, Aazhang - 1990
158
Cambridge University Press (context) - Verdu, Detection - 1998
146
Minimum probability of error for asynchronous Gaussian multi.. (context) - Verdu - 1986
5
Code Division Multiple Access Communications: Multi-user Det.. (context) - Teich, Seidl - 1996
3
Implementing the Optimal CDMA Multiuser Detector with Hopfie.. (context) - Kechriotis, Manolakos - 1993
2
To Implement the CDMA Multiuser Detector by Using Transientl.. (context) - Wang, He et al. - 1997
2
Multiuser detection in CDMA based on the annealed neural net.. (context) - Yoon, Rao - 1996
1
A Compact Neural Network Based CDMA Receiver for Multimedia .. (context) - Chen, Sheu et al. - 1996
1
Comparison of Different Neural Network Based Multi-user Dete..
- Jeney, Levendovszky et al. - 2000
1
A Hybrid Digital Signal Processing-Neural Network CDMA Mulit.. (context) - Kechriotis, Manolakos - 1996
1
the Multi-User Detection Using a Hopfield Network in Code Di.. (context) - Miyajima, Hasegawa et al. - 1993
1
Near Optimal Multi-user Detection Applying Stochastic Hopfie.. (context) - Jeney, Levendovszky et al.
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