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Hava Siegelmann
Hava Siegelmann
Professor of Computer Science, and Brain Sciences, UMass Amherst
在 cs.umass.edu 的电子邮件经过验证
标题
引用次数
引用次数
年份
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
20912001
On the computational power of neural nets
HT Siegelmann, ED Sontag
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
13601992
Neural networks and analog computation: beyond the Turing limit
HT Siegelmann
Springer Science & Business Media, 2012
7332012
Computational capabilities of recurrent NARX neural networks
HT Siegelmann, BG Horne, CL Giles
IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 27 …, 1997
5971997
Turing computability with neural nets
HT Siegelmann, ED Sontag
Applied Mathematics Letters 4 (6), 77-80, 1991
5791991
Analog computation via neural networks
HT Siegelmann, ED Sontag
Theoretical Computer Science 131 (2), 331-360, 1994
5641994
Computation beyond the Turing limit
HT Siegelmann
Science 268 (5210), 545-548, 1995
4511995
Posttranscriptional regulation of BK channel splice variant stability by miR-9 underlies neuroadaptation to alcohol
AZ Pietrzykowski, RM Friesen, GE Martin, SI Puig, CL Nowak, PM Wynne, ...
Neuron 59 (2), 274-287, 2008
3872008
Brain-inspired replay for continual learning with artificial neural networks
GM Van de Ven, HT Siegelmann, AS Tolias
Nature communications 11 (1), 4069, 2020
3822020
Bindsnet: A machine learning-oriented spiking neural networks library in python
H Hazan, DJ Saunders, H Khan, D Patel, DT Sanghavi, HT Siegelmann, ...
Frontiers in neuroinformatics 12, 89, 2018
2752018
A support vector clustering method
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Proceedings 15th International Conference on Pattern Recognition. ICPR-2000 …, 2000
1752000
The dynamic universality of sigmoidal neural networks
J Kilian, HT Siegelmann
Information and computation 128 (1), 48-56, 1996
1471996
Symbolic dynamics and computation in model gene networks
R Edwards, HT Siegelmann, K Aziza, L Glass
Chaos: An Interdisciplinary Journal of Nonlinear Science 11 (1), 160-169, 2001
1272001
The global landscape of cognition: hierarchical aggregation as an organizational principle of human cortical networks and functions
P Taylor, JN Hobbs, J Burroni, HT Siegelmann
Scientific reports 5 (1), 18112, 2015
1252015
A support vector method for clustering
A Ben-Hur, D Horn, H Siegelmann, V Vapnik
Advances in Neural Information Processing Systems 13, 2000
1192000
Biological underpinnings for lifelong learning machines
D Kudithipudi, M Aguilar-Simon, J Babb, M Bazhenov, D Blackiston, ...
Nature Machine Intelligence 4 (3), 196-210, 2022
1172022
Analog computation with dynamical systems
HT Siegelmann, S Fishman
Physica D: Nonlinear Phenomena 120 (1-2), 214-235, 1998
1111998
Neural and super-Turing computing
HT Siegelmann
Minds and Machines 13, 103-114, 2003
1062003
Replay in deep learning: Current approaches and missing biological elements
TL Hayes, GP Krishnan, M Bazhenov, HT Siegelmann, TJ Sejnowski, ...
Neural computation 33 (11), 2908-2950, 2021
1002021
Computational power of neural networks: A characterization in terms of Kolmogorov complexity
JL Balcázar, R Gavalda, HT Siegelmann
IEEE Transactions on Information Theory 43 (4), 1175-1183, 1997
861997
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