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Stochastic Hopfield Network For Multi-User Detection (2000)  (Make Corrections)  (6 citations)
Gábor Jeney, János Levendovszky



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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)

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...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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Positive Operation Valued Measurement Based Multi-User.. - Imre, Balázs (2001)   (Correct)
Performance Evaluation of Quantum Based Multi-User Detector - Imre, Balázs (2002)   (Correct)
Non-coherent Multi-User Detection Based on Quantum Search - Imre, Balázs (2002)   (Correct)

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1.2:   Comparison Of Different Neural Network Based Multi-User.. - Jeney, Levendovszky.. (2000)   (Correct)
0.3:   Hopfield Neural Network Implementation of the Optimal CDMA .. - Kechriotis, Manolakos (1996)   (Correct)
0.3:   A Technique for Mapping Optimization Solutions into Hardware - Timothy Brown Bell   (Correct)

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0.3:   Multiuser Detection Techniques: An Overview - Xue, Weng, Le-Ngoc, Tahar (1998)   (Correct)
0.2:   Statistical Methods in Network Reliability Analysis - Jereb, Levendovszky.. (2000)   (Correct)
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5:   Neural networks for multiuser detection in codedivision multiple-access communic.. (context) - Aazhang, Paris et al. - 1992
4:   Cambridge University Press (context) - Verdu, Detection - 1998
4:   Multistage detection in asynchronous code-division multiple-access communication.. (context) - Varanasi, Aazhang - 1990

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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