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Neural Computation

Short Title: Neural Comput.
Publisher: MIT Press, Cambridge, MA
ISSN: 0899-7667; 1530-888X/e
Online: http://www.mitpressjournals.org/loi/neco
Comments: Published electronic only as of Vol. 27, No. 1 (2015).
Documents Indexed: 2,192 Publications (since 1994)
References Indexed: 2,095 Publications with 77,302 References.
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Authors

36 Amari, Shun-ichi
31 Sugiyama, Masashi
27 Sejnowski, Terrence J.
22 Elliott, Terry
16 Aihara, Kazuyuki
15 Maass, Wolfgang
14 Bengio, Yoshua
13 Lin, Chih-Jen
13 Murata, Noboru
13 Okada, Masato
12 Hoshino, Osamu
12 Hyvärinen, Aapo
11 Brown, Emery N.
11 Eden, Uri T.
11 Eguchi, Shinto
11 Friston, Karl J.
11 Kanamori, Takafumi
11 Paninski, Liam
11 Tiňo, Peter
10 Chen, Tianping
10 Diesmann, Markus
10 Douglas, Rodney J.
10 Gerstner, Wulfram
10 Nakahara, Hiroyuki
10 Ventura, Valérie
10 Wu, Si
9 Chan, Laiwan
9 Cichocki, Andrzej
9 Hansen, Lars Kai
9 Hino, Hideitsu
9 Kass, Robert E.
9 Pipa, Gordon
9 Príncipe, José Carlos
9 von der Malsburg, Christoph
8 Aertsen, Ad
8 Dayan, Peter
8 Eliasmith, Chris
8 Goodhill, Geoffrey J.
8 Hammer, Barbara
8 Hinton, Geoffrey Everest
8 Keerthi, S. Sathiya
8 Lánský, Petr
8 Longtin, André
8 Masuda, Naoki
8 Niebur, Ernst
8 Porr, Bernd
8 Samengo, Inés
8 Takeuchi, Ichiro
8 Van Hulle, Marc M.
8 van Rossum, Mark C. W.
8 Wiskott, Laurenz
8 Wörgötter, Florentin
7 Abarbanel, Henry D. I.
7 Akaho, Shotaro
7 Bogacz, Rafal
7 Chklovskii, Dmitri B.
7 Destexhe, Alain
7 Herz, Andreas V. M.
7 Kawanabe, Motoaki
7 Schmidhuber, Jürgen
7 Senn, Walter
7 Seung, H. Sebastian
7 Šíma, Jiří
7 Takenouchi, Takashi
7 Tang, Huajin
6 Aoyagi, Toshio
6 Becker, Suzanna
6 Berger, Theodore W.
6 Chen, Zhe
6 Fiori, Simone
6 Hansel, David
6 Holmes, Philip J.
6 Isomura, Takuya
6 Jacobs, Robert A.
6 Kanamaru, Takashi
6 Kappen, Hilbert J.
6 Koch, Christof
6 Lainscsek, Claudia S. M.
6 Liu, Shihchii
6 Lücke, Jörg
6 Miller, David John
6 Müller, Klaus-Robert
6 Nie, Feiping
6 Niu, Gang
6 Pan, Linqiang
6 Panzeri, Stefano
6 Parr, Thomas
6 Pillow, Jonathan W.
6 Rotter, Stefan
6 Schrauwen, Benjamin
6 Sharpee, Tatyana O.
6 Shea-Brown, Eric
6 Simoncelli, Eero P.
6 Slotine, Jean-Jacques E.
6 Sompolinsky, Haim
6 Song, Dong
6 Suzuki, Taiji
6 Tiesinga, Paul H. E.
6 Toyoizumi, Taro
6 Xia, Youshen
...and 3,583 more Authors

Publications by Year

Citations contained in zbMATH Open

1,427 Publications have been cited 10,927 times in 6,729 Documents Cited by Year
Laplacian eigenmaps for dimensionality reduction and data representation. Zbl 1085.68119
Belkin, Mikhail; Niyogi, Partha
501
2003
A fast learning algorithm for deep belief nets. Zbl 1106.68094
Hinton, Geoffrey E.; Osindero, Simon; Teh, Yee-Whye
158
2006
Real-time computing without stable states: A new framework for neural computation based on perturbations. Zbl 1057.68618
Maass, Wolfgang; Natschläger, Thomas; Markram, Henry
153
2002
Training products of experts by minimizing contrastive divergence. Zbl 1010.68111
Hinton, Geoffrey E.
133
2002
Projected gradient methods for nonnegative matrix factorization. Zbl 1173.90583
Lin, Chih-Jen
117
2007
On the phase reduction and response dynamics of neural oscillator population. Zbl 1054.92006
Brown, Eric; Moehlis, Jeff; Holmes, Philip
113
2004
Estimating the support of a high-dimensional distribution. Zbl 1009.62029
Schölkopf, Bernhard; Platt, John C.; Shawe-Taylor, John; Smola, Alex J.; Williamson, Robert C.
107
2001
The concave-convex procedure. Zbl 1022.68112
Yuille, A. L.; Rangarajan, Anand
105
2003
Estimation of entropy and mutual information. Zbl 1052.62003
Paninski, Liam
89
2003
Canonical correlation analysis: An overview with application to learning methods. Zbl 1062.68134
Hardoon, David R.; Szedmak, Sandor; Shawe-Taylor, John
83
2004
The time-rescaling theorem and its application to neural spike train data analysis. Zbl 0989.62060
Brown, Emery N.; Barbieri, Riccardo; Ventura, Valérie; Kass, Robert E.; Frank, Loren M.
79
2002
Improvements to Platt’s SMO algorithm for SVM classifier design. Zbl 1085.68629
Keerthi, S. S.; Shevade, S. K.; Bhattacharyya, C.; Murthy, K. R. K.
66
2001
Polychronization: computation with spikes. Zbl 1090.92006
Izhikevich, Eugen M.
58
2006
Dynamics of the firing probability of noisy integrate-and-fire neurons. Zbl 1009.92007
Fourcaud, Nicolas; Brunel, Nicolas
57
2002
Synchronization in networks of excitatory and inhibitory neurons with sparse, random connectivity. Zbl 1085.68615
Börgers, Christoph; Kopell, Nancy
56
2003
The diffusion decision model: Theory and data for two-choice decision tasks. Zbl 1147.68720
Ratcliff, Roger; McKoon, Gail
56
2008
Asymptotic behaviors of support vector machines with Gaussian kernel. Zbl 1086.68569
Keerthi, S. Sathiya; Lin, Chih-Jen
55
2003
Stationary bumps in networks of spiking neurons. Zbl 0978.92004
Laing, Carlo R.; Chow, Carson C.
52
2001
SVM soft margin classifiers: linear programming versus quadratic programming. Zbl 1108.90324
Wu, Qiang; Zhou, Ding-Xuan
51
2005
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
51
2005
Slow feature analysis: Unsupervised learning of invariances. Zbl 0994.68591
Wiskott, Laurenz; Sejnowski, Terrence J.
49
2002
Memorization and association on a realistic neural model. Zbl 1089.68612
Valiant, Leslie G.
48
2005
Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel Fisher discriminant analysis. Zbl 1003.68146
Van Gestel, T.; Suykens, J. A. K.; Lanckriet, G.; Lambrechts, A.; De Moor, B.; Vandewalle, J.
47
2002
A universal model for spike-frequency adaptation. Zbl 1052.92010
Benda, Jan; Herz, Andreas V. M.
47
2003
Training a support vector machine in the primal. Zbl 1123.68101
Chapelle, Olivier
47
2007
A spike-train probability model. Zbl 0985.92017
Kass, Robert E.; Ventura, Valérie
46
2001
Maximum likelihood estimation of a stochastic integrate-and-fire neural encoding model. Zbl 1180.62179
Paninski, Liam; Pillow, Jonathan W.; Simoncelli, Eero P.
46
2004
Predictability, complexity, and learning. Zbl 0993.68045
Bialek, William; Nemenman, Ilya; Tishby, Naftali
45
2001
Real-time computation at the edge of chaos in recurrent neural networks. Zbl 1102.68530
Bertschinger, Nils; Natschläger, Thomas
43
2004
The effects of spike frequency adaptation and negative feeback on the synchronization of neural oscillators. Zbl 0963.68647
Ermentrout, Bard; Pascal, Matthew; Gutkin, Boris
42
2001
New conditions on global stability of Cohen-Grossberg neural networks. Zbl 1086.68573
Lu, Wenlian; Chen, Tianping
40
2003
Relating STDP to BCM. Zbl 1109.92307
Izhikevich, Eugene M.; Desai, Niraj S.
40
2003
Analyzing functional connectivity using a network likelihood model of ensemble neural spiking activity. Zbl 1076.92011
Okatan, Murat; Wilson, Matthew A.; Brown, Emery N.
39
2005
Firing rate of the noisy quadratic integrate-and-fire neuron. Zbl 1085.68617
Brunel, Nicolas; Latham, Peter E.
39
2003
Information geometry of \(U\)-Boost and Bregman divergence. Zbl 1102.68489
Murata, Noboru; Takenouchi, Takashi; Kanamori, Takafumi; Eguchi, Shinto
38
2004
Dictionary learning algorithms for sparse representation. Zbl 1047.68101
Kreutz-Delgado, Kenneth; Murray, Joseph F.; Rao, Bhaskar D.; Engan, Kjersti; Lee, Te-Won; Sejnowski, Terrence J.
38
2003
Dynamical behaviors of delayed neural network systems with discontinuous activation functions. Zbl 1094.68625
Lu, Wenlian; Chen, Tianping
38
2006
Almost periodic dynamics of a class of delayed neural networks with discontinuous activations. Zbl 1146.68422
Lu, Wenlian; Chen, Tianping
38
2008
Nonnegative matrix factorization with the Itakura-Saito divergence: With application to music analysis. Zbl 1156.94306
Févotte, Cédric; Bertin, Nancy; Durrieu, Jean-Louis
37
2009
Sparse on-line Gaussian processes. Zbl 0987.62060
Csató, Lehel; Opper, Manfred
36
2002
Blind source separation by sparse decomposition in a signal dictionary. Zbl 0985.94004
Zibulevsky, Michael; Pearlmutter, Barak A.
35
2001
On the convergence of stochastic iterative dynamic programming algorithms. Zbl 0822.68095
Jaakkola, Tommi; Jordan, Michael I.; Singh, Satinder P.
35
1994
A novel spike distance. Zbl 0979.92011
van Rossum, M. C. W.
34
2001
Estimating a state-space model from point process observations. Zbl 1085.68651
Smith, Anne C.; Brown, Emery N.
34
2003
Dynamic analysis of neural encoding by point process adaptive filtering. Zbl 1054.92008
Eden, Uri T.; Frank, Loren M.; Barbieri, Riccardo; Solo, Victor; Brown, Emery N.
33
2004
An efficient learning procedure for deep Boltzmann machines. Zbl 1247.68223
Salakhutdinov, Ruslan; Hinton, Geoffrey
33
2012
Divergence function, duality, and convex analysis. Zbl 1082.62005
Zhang, Jun
32
2004
Unitary events in multiple single-neuron spiking activity: I. Detection and significance. Zbl 0985.62093
Grün, Sonja; Diesmann, Markus; Aertsen, Ad
31
2002
Training \(\nu\)-support vector classifiers: Theory and algorithms. Zbl 0993.68080
Chang, Chih-Chung; Lin, Chih-Jen
31
2001
Algebraic analysis for nonidentifiable learning machines. Zbl 0985.68051
Watanabe, Sumio
31
2001
Correctness of belief propagation in Gaussian graphical models of arbitrary topology. Zbl 0992.68055
Weiss, Yair; Freeman, William T.
31
2001
Robust blind source separation by beta divergence. Zbl 1019.94506
Mihoko, Minami; Eguchi, Shinto
30
2002
Topographic independent component analysis. Zbl 1009.62049
Hyvärinen, Aapo; Hoyer, Patrik O.; Inki, Mika
30
2001
Spike-timing-dependent Hebbian plasticity as temporal difference learning. Zbl 0982.92006
Rao, Rajesh P. N.; Sejnowski, Terrence J.
30
2001
Stability-based validation of clustering solutions. Zbl 1089.68100
Lange, Tilman; Roth, Volker; Braun, Mikio L.; Buhmann, Joachim M.
30
2004
A sequential learning scheme for function approximation using minimal radial basis function neural networks. Zbl 1067.68586
Lu, Yingwei; Sundararajan, N.; Saratchandran, P.
29
1997
Stochastic optimal control and estimation methods adapted to the noise characteristics of the sensorimotor system. Zbl 1108.93082
Todorov, Emanuel
29
2005
Spike-timing-dependent plasticity: the relationship to rate-based learning for models with weight dynamics determined by a stable fixed point. Zbl 1054.92007
Burkitt, Anthony N.; Meffin, Hamish; Grayden, David B.
29
2004
Spectral algorithms for supervised learning. Zbl 1147.68643
Lo Gerfo, L.; Rosasco, L.; Odone, F.; de Vito, E.; Verri, A.
29
2008
Population coding and decoding in a neural field: A computational study. Zbl 0994.92011
Wu, Si; Amari, Shun-ichi; Nakahara, Hiroyuki
28
2002
Leave-one-out bounds for kernel methods. Zbl 1085.68144
Zhang, Tong
28
2003
Dynamic analyses of information encoding in neural ensembles. Zbl 1047.92008
Barbieri, Riccardo; Frank, Loren M.; Nguyen, David P.; Quirk, Michael C.; Solo, Victor; Wilson, Matthew A.; Brown, Emery N.
28
2004
Dynamical behaviors of a large class of general delayed neural networks. Zbl 1080.68615
Chen, Tianping; Lu, Wenlian; Chen, Guangrong
28
2005
Higher-order statistics of input ensembles and the response of simple model neurons. Zbl 1026.92011
Kuhn, Alexandre; Aertsen, Ad; Rotter, Stefan
28
2003
Algorithms for nonnegative matrix factorization with the \(\beta\)-divergence. Zbl 1231.65072
Févotte, Cédric; Idier, Jérôme
28
2011
Systematic fluctuation expansion for neural network activity equations. Zbl 1183.92013
Buice, Michael A.; Cowan, Jack D.; Chow, Carson C.
28
2010
Integrate-and-fire neurons driven by correlated stochastic input. Zbl 1011.92016
Salinas, Emilio; Sejnowski, Terrence J.
27
2002
Statistical inference, Occam’s razor, and statistical mechanics on the space of probability distributions. Zbl 0870.62006
Balasubramanian, Vijay
27
1997
Resampling method for unsupervised estimation of cluster validity. Zbl 0993.68113
Levine, Erel; Domany, Eytan
26
2001
Patterns of synchrony in neural networks with spike adaptation. Zbl 1004.92011
van Vreeswijk, C.; Hansel, D.
26
2001
Rate models for conductance-based cortical neuronal networks. Zbl 1054.92019
Shriki, Oren; Hansel, David; Sompolinsky, Haim
26
2003
General-purpose computation with neural networks: a survey of complexity theoretic results. Zbl 1097.68589
Šíma, Jiří; Orponen, Pekka
26
2003
Asynchronous states and the emergence of synchrony in large networks of interacting excitatory and inhibitory neurons. Zbl 1031.68098
Hansel, D.; Mato, G.
26
2003
Optimal spike-timing-dependent plasticity for precise action potential firing in supervised learning. Zbl 1092.92008
Pfister, Jean-Pascal; Toyoizumi, Taro; Barber, David; Gerstner, Wulfram
26
2006
Information processing in dendritic trees. Zbl 0810.92007
Mel, Bartlett W.
26
1994
Rate coding versus temporal order coding: What the retinal ganglion cells tell the visual cortex. Zbl 0963.68645
Van Rullen, Rufin; Thorpe, Simon J.
25
2001
An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike timing. Zbl 1047.92014
Senn, Walter; Markram, Henry; Tsodyks, Misha
25
2001
Bayesian computation in recurrent neural circuits. Zbl 1090.68090
Rao, Rajesh P. N.
25
2004
What geometric visual hallucinations tell us about the visual cortex. Zbl 1037.91083
Bressloff, Paul C.; Cowan, Jack D.; Golubitsky, Martin; Thomas, Peter J.; Wiener, Matthew C.
25
2002
Multiperiodicity and exponential attractivity evoked by periodic external inputs in delayed cellular neural networks. Zbl 1107.68086
Zeng, Zhigang; Wang, Jun
25
2006
Spiking neural P systems with weights. Zbl 1208.68120
Wang, Jun; Hoogeboom, Hendrik Jan; Pan, Linqiang; Păun, Gheorghe; Pérez-Jiménez, Mario J.
25
2010
Representational power of restricted Boltzmann machines and deep belief networks. Zbl 1140.68057
Le Roux, Nicolas; Bengio, Yoshua
25
2008
Orthogonality of decision boundaries in complex-valued neural networks. Zbl 1084.68105
Nitta, Tohru
24
2004
Learning bounds for kernel regression using effective data dimensionality. Zbl 1080.68044
Zhang, Tong
24
2005
Degree of approximation results for feedforward networks approximating unknown mappings and their derivatives. Zbl 0846.60088
Hornik, Kurt; Stinchcombe, Maxwell; White, Halbert; Auer, Peter
24
1994
Intrinsic stabilization of output rates by spike-based Hebbian learning. Zbl 0996.92001
Kempter, Richard; Gerstner, Wulfram; van Hemmen, J. Leo
24
2001
Unitary events in multiple single-neuron spiking activity: II. Nonstationary data. Zbl 1005.92006
Grün, Sonja; Diesmann, Markus; Aertsen, Ad
23
2002
Permitted and forbidden sets in symmetric threshold-linear networks. Zbl 1046.92003
Hahnloser, Richard H. R.; Seung, H. Sebastian; Slotine, Jean-Jacques
23
2003
Synaptic shot noise and conductance fluctuations affect the membrane voltage with equal significance. Zbl 1076.92014
Richardson, Magnus J. E.; Gerstner, Wulfram
23
2005
Bayesian spiking neurons. I: Inference. Zbl 1148.92004
Deneve, Sophie
23
2008
Synchronous firing and higher-order interactions in neuron pool. Zbl 1028.92007
Amari, Shun-ichi; Nakahara, Hiroyuki; Wu, Si; Sakai, Yutaka
23
2003
Spiking neural P systems with astrocytes. Zbl 1238.68056
Pan, Linqiang; Wang, Jun; Hoogeboom, Hendrik Jan
23
2012
A method for selecting the bin size of a time histogram. Zbl 1115.92014
Shimazaki, Hideaki; Shinomoto, Shigeru
23
2007
Dynamical stability conditions for recurrent neural networks with unsaturating piecewise linear transfer functions. Zbl 1009.92003
Wersing, Heiko; Beyn, Wolf-Jürgen; Ritter, Helge
22
2001
Online model selection based on the variational Bayes. Zbl 1013.62087
Sato, Masa-aki
22
2001
Support vector ordinal regression. Zbl 1127.68080
Chu, Wei; Keerthi, S. Sathiya
22
2007
Effects of noisy drive on rhythms in networks of excitatory and inhibitory neurons. Zbl 1059.92008
Börgers, Christoph; Kopell, Nancy
21
2005
CCCP algorithms to minimize the Bethe and Kikuchi free energies: Convergent alternatives to belief propagation. Zbl 1051.68121
Yuille, A. L.
21
2002
Information-geometric measure for neural spikes. Zbl 1018.68068
Nakahara, Hiroyuki; Amari, Shun-ichi
21
2002
Bayesian model assessment and comparison using cross-validation predictive densities. Zbl 1002.62029
Vehtari, Aki; Lampinen, Jouko
21
2002
Adaptive learning neural network method for solving time-fractional diffusion equations. Zbl 07541166
Shiri, Babak; Kong, Hua; Wu, Guo-Cheng; Luo, Cheng
1
2022
On neural network kernels and the storage capacity problem. Zbl 1492.68118
Zavatone-Veth, Jacob A.; Pehlevan, Cengiz
1
2022
Deep network with approximation error being reciprocal of width to power of square root of depth. Zbl 07377023
Shen, Zuowei; Yang, Haizhao; Zhang, Shijun
7
2021
Active inference: demystified and compared. Zbl 07377013
Sajid, Noor; Ball, Philip J.; Parr, Thomas; Friston, Karl J.
2
2021
New insights into learning with correntropy-based regression. Zbl 07376998
Feng, Yunlong
1
2021
Enhanced signal detection by adaptive decorrelation of interspike intervals. Zbl 1469.92033
Nesse, William H.; Maler, Leonard; Longtin, André
1
2021
Whence the expected free energy? Zbl 1469.91041
Millidge, Beren; Tschantz, Alexander; Buckley, Christopher L.
1
2021
Implicit regularization and momentum algorithms in nonlinearly parameterized adaptive control and prediction. Zbl 1469.93055
Boffi, Nicholas M.; Slotine, Jean-Jacques E.
1
2021
Pathological spectra of the Fisher information metric and its variants in deep neural networks. Zbl 07480272
Karakida, Ryo; Akaho, Shotaro; Amari, Shun-Ichi
1
2021
Chance-constrained active inference. Zbl 1483.91172
De Laar, Thijs van; Şenöz, İsmail; Özçelikkale, Ayça; Wymeersch, Henk
1
2021
Realizing active inference in variational message passing: the outcome-blind certainty seeker. Zbl 1481.91159
Champion, Théophile; Grześ, Marek; Bowman, Howard
1
2021
Task-agnostic continual learning using online variational Bayes with fixed-point updates. Zbl 07476946
Zeno, Chen; Golan, Itay; Hoffer, Elad; Soudry, Daniel
1
2021
Model-free robust optimal feedback mechanisms of biological motor control. Zbl 1450.92020
Bian, Tao; Wolpert, Daniel M.; Jiang, Zhong-Ping
3
2020
Fast and accurate Langevin simulations of stochastic Hodgkin-Huxley dynamics. Zbl 1453.92060
Pu, Shusen; Thomas, Peter J.
3
2020
The stochastic delta rule: faster and more accurate deep learning through adaptive weight noise. Zbl 1468.68181
Frazier-Logue, Noah; Hanson, Stephen José
2
2020
Online learning based on online DCA and application to online classification. Zbl 1468.68157
Le Thi, Hoai An; Ho, Vinh Thanh
2
2020
First passage time memory lifetimes for multistate, filter-based synapses. Zbl 1475.92012
Elliott, Terry
1
2020
Inference of a mesoscopic population model from population spike trains. Zbl 1450.92023
René, Alexandre; Longtin, André; Macke, Jakob H.
1
2020
Stochastic multichannel ranking with brain dynamics preferences. Zbl 1450.92046
Pan, Yuangang; Tsang, Ivor W.; Singh, Avinash K.; Lin, Chin-Teng; Sugiyama, Masashi
1
2020
A continuous-time analysis of distributed stochastic gradient. Zbl 07268863
Boffi, Nicholas M.; Slotine, Jean-Jacques E.
1
2020
From synaptic interactions to collective dynamics in random neuronal networks models: critical role of eigenvectors and transient behavior. Zbl 1445.92006
Gudowska-Nowak, E.; Nowak, M. A.; Chialvo, D. R.; Ochab, J. K.; Tarnowski, W.
1
2020
Classification from triplet comparison data. Zbl 1468.68150
Cui, Zhenghang; Charoenphakdee, Nontawat; Sato, Issei; Sugiyama, Masashi
1
2020
Center manifold analysis of plateau phenomena caused by degeneration of three-layer perceptron. Zbl 1473.68180
Tsutsui, Daiji
1
2020
A mean-field description of bursting dynamics in spiking neural networks with short-term adaptation. Zbl 1453.92013
Gast, Richard; Schmidt, Helmut; Knösche, Thomas R.
1
2020
Hyperbolic-valued Hopfield neural networks in synchronous mode. Zbl 07289989
Kobayashi, Masaki
1
2020
Reverse-engineering neural networks to characterize their cost functions. Zbl 1453.92014
Isomura, Takuya; Friston, Karl
1
2020
Bicomplex projection rule for complex-valued Hopfield neural networks. Zbl 07290006
Kobayashi, Masaki
1
2020
Accelerating nonnegative matrix factorization algorithms using extrapolation. Zbl 1470.65083
Ang, Andersen Man Shun; Gillis, Nicolas
4
2019
Information geometry for regularized optimal transport and barycenters of patterns. Zbl 1478.53020
Amari, Shun-Ichi; Karakida, Ryo; Oizumi, Masafumi; Cuturi, Marco
4
2019
Fixed points of competitive threshold-linear networks. Zbl 1471.92014
Curto, Carina; Geneson, Jesse; Morrison, Katherine
3
2019
Gradient descent with identity initialization efficiently learns positive-definite linear transformations by deep residual networks. Zbl 1475.68311
Bartlett, Peter L.; Helmbold, David P.; Long, Philip M.
3
2019
A review of recurrent neural networks: LSTM cells and network architectures. Zbl 07164882
Yu, Yong; Si, Xiaosheng; Hu, Changhua; Zhang, Jianxun
2
2019
A novel predictive-coding-inspired variational RNN model for online prediction and recognition. Zbl 1452.68145
Ahmadi, Ahmadreza; Tani, Jun
2
2019
Effect of depth and width on local minima in deep learning. Zbl 07164889
Kawaguchi, Kenji; Huang, Jiaoyang; Kaelbling, Leslie Pack
1
2019
Learning compositional representations of interacting systems with restricted Boltzmann machines: comparative study of lattice proteins. Zbl 1429.92113
Tubiana, Jérôme; Cocco, Simona; Monasson, Rémi
1
2019
One step back, two steps forward: interference and learning in recurrent neural networks. Zbl 1429.92009
Beer, Chen; Barak, Omri
1
2019
On functions computed on trees. Zbl 07164909
Farhoodi, Roozbeh; Filom, Khashayar; Jones, Ilenna Simone; Kording, Konrad Paul
1
2019
Safe triplet screening for distance metric learning. Zbl 07164920
Yoshida, Tomoki; Takeuchi, Ichiro; Karasuyama, Masayuki
1
2019
First passage time memory lifetimes for simple, multistate synapses: beyond the eigenvector requirement. Zbl 1471.92068
Elliott, Terry
1
2019
Dual neural network method for solving multiple definite integrals. Zbl 07401146
Li, Haibin; Li, Yangtian; Li, Shangjie
1
2019
Equivalence of equilibrium propagation and recurrent backpropagation. Zbl 1474.68271
Scellier, Benjamin; Bengio, Yoshua
1
2019
Vector-derived transformation binding: an improved binding operation for deep symbol-like processing in neural networks. Zbl 1476.68228
Gosmann, Jan; Eliasmith, Chris
1
2019
Adaptive Gaussian process approximation for Bayesian inference with expensive likelihood functions. Zbl 1471.62290
Wang, Hongqiao; Li, Jinglai
4
2018
Machine learning: deepest learning as statistical data assimilation problems. Zbl 1472.68127
Abarbanel, Henry D. I.; Rozdeba, Paul J.; Shirman, Sasha
3
2018
Why do similarity matching objectives lead to Hebbian/anti-Hebbian networks? Zbl 1472.92037
Pehlevan, Cengiz; Sengupta, Anirvan M.; Chklovskii, Dmitri B.
2
2018
Encoding time in feedforward trajectories of a recurrent neural network model. Zbl 1472.92017
Hardy, N. F.; Buonomano, Dean V.
2
2018
A comparative study of pairwise learning methods based on kernel ridge regression. Zbl 1472.68158
Stock, Michiel; Pahikkala, Tapio; Airola, Antti; De Baets, Bernard; Waegeman, Willem
2
2018
Dynamics of learning in MLP: natural gradient and singularity revisited. Zbl 1472.68128
Amari, Shun-ichi; Ozeki, Tomoko; Karakida, Ryo; Yoshida, Yuki; Okada, Masato
1
2018
Information-theoretic bounds and approximations in neural population coding. Zbl 1472.92022
Huang, Wentao; Zhang, Kechen
1
2018
A theory of sequence indexing and working memory in recurrent neural networks. Zbl 1472.68055
Frady, E. Paxon; Kleyko, Denis; Sommer, Friedrich T.
1
2018
Bias reduction and metric learning for nearest-neighbor estimation of Kullback-Leibler divergence. Zbl 1471.62301
Noh, Yung-Kyun; Sugiyama, Masashi; Liu, Song; Du Plessis, Marthinus C.; Park, Frank Chongwoo; Lee, Daniel D.
1
2018
The discrete and continuous brain: from decisions to movement – and back again. Zbl 1472.92035
Parr, Thomas; Friston, Karl J.
1
2018
Active inference, belief propagation, and the Bethe approximation. Zbl 1471.91411
Schwöbel, Sarah; Kiebel, Stefan; Marković, Dimitrije
1
2018
A simple model for low variability in neural spike trains. Zbl 1472.92067
Ferrari, Ulisse; Deny, Stéphane; Marre, Olivier; Mora, Thierry
1
2018
Active inference: a process theory. Zbl 1414.92092
Friston, Karl; FitzGerald, Thomas; Rigoli, Francesco; Schwartenbeck, Philipp; Pezzulo, Giovanni
21
2017
Deep convolutional neural networks for image classification: a comprehensive review. Zbl 1476.68245
Rawat, Waseem; Wang, Zenghui
10
2017
Active inference, curiosity and insight. Zbl 1414.91320
Friston, Karl J.; Lin, Marco; Frith, Christopher D.; Pezzulo, Giovanni; Hobson, J. Allan; Ondobaka, Sasha
9
2017
An approximation of the error backpropagation algorithm in a predictive coding network with local Hebbian synaptic plasticity. Zbl 1414.92058
Whittington, James C. R.; Bogacz, Rafal
8
2017
Interpretation of the precision matrix and its application in estimating sparse brain connectivity during sleep spindles from human electrocorticography recordings. Zbl 1414.92163
Das, Anup; Sampson, Aaron L.; Lainscsek, Claudia; Muller, Lyle; Lin, Wutu; Doyle, John C.; Cash, Sydney S.; Halgren, Eric; Sejnowski, Terrence J.
5
2017
Mean first passage memory lifetimes by reducing complex synapses to simple synapses. Zbl 1414.92090
Elliott, Terry
5
2017
Analysis of online composite mirror descent algorithm. Zbl 1474.68314
Lei, Yunwen; Zhou, Ding-Xuan
4
2017
Evidence accumulation and change rate inference in dynamic environments. Zbl 1414.91325
Radillo, Adrian E.; Veliz-Cuba, Alan; Josić, Krešimir; Kilpatrick, Zachary P.
4
2017
The deterministic information bottleneck. Zbl 1478.68082
Strouse, Daniel J.; Schwab, David J.
4
2017
Sparse covariance matrix estimation by DCA-based algorithms. Zbl 1418.62276
Phan, Duy Nhat; Le Thi, Hoai An; Dinh, Tao Pham
4
2017
Multistability of delayed recurrent neural networks with Mexican hat activation functions. Zbl 1482.34174
Liu, Peng; Zeng, Zhigang; Wang, Jun
3
2017
Variational latent Gaussian process for recovering single-trial dynamics from population spike trains. Zbl 1414.92130
Zhao, Yuan; Park, Il Memming
3
2017
Lag synchronization criteria for memristor-based coupled neural networks via parameter mismatches analysis approach. Zbl 1457.93041
Li, Ning; Cao, Jinde; Alsaedi, Ahmed; Alsaadi, Fuad
3
2017
First passage time memory lifetimes for simple, multistate synapses. Zbl 1414.91319
Elliott, Terry
3
2017
Capturing the dynamical repertoire of single neurons with generalized linear models. Zbl 1414.92126
Weber, Alison I.; Pillow, Jonathan W.
3
2017
LSV-based tail inequalities for sums of random matrices. Zbl 1478.15052
Zhang, Chao; Du, Lei; Tao, Dacheng
2
2017
Comparison of different generalizations of clustering coefficient and local efficiency for weighted undirected graphs. Zbl 1414.05136
Wang, Yu; Ghumare, Eshwar; Vandenberghe, Rik; Dupont, Patrick
2
2017
Block-regularized \(m\times 2\) cross-validated estimator of the generalization error. Zbl 1474.68277
Wang, Ruibo; Wang, Yu; Li, Jihong; Yang, Xingli; Yang, Jing
2
2017
STDP-compatible approximation of backpropagation in an energy-based model. Zbl 1414.92007
Bengio, Yoshua; Mesnard, Thomas; Fischer, Asja; Zhang, Saizheng; Wu, Yuhuai
2
2017
Deep learning with dynamic spiking neurons and fixed feedback weights. Zbl 1474.68303
Samadi, Arash; Lillicrap, Timothy P.; Tweed, Douglas B.
2
2017
Spike-centered jitter can mistake temporal structure. Zbl 1414.92115
Platkiewicz, Jonathan; Stark, Eran; Amarasingham, Asohan
2
2017
Avoiding optimal mean \(\ell_{2,1}\)-norm maximization-based robust PCA for reconstruction. Zbl 1418.62245
Luo, Minnan; Nie, Feiping; Chang, Xiaojun; Yang, Yi; Hauptmann, Alexander G.; Zheng, Qinghua
2
2017
DC algorithm for extended robust support vector machine. Zbl 1474.68251
Fujiwara, Shuhei; Takeda, Akiko; Kanamori, Takafumi
2
2017
Generalization analysis of Fredholm kernel regularized classifiers. Zbl 1456.68148
Gong, Tieliang; Xu, Zongben; Chen, Hong
2
2017
Support vector algorithms for optimizing the partial area under the ROC curve. Zbl 1456.68160
Narasimhan, Harikrishna; Agarwal, Shivani
2
2017
Differential covariance: a new class of methods to estimate sparse connectivity from neural recordings. Zbl 1414.92178
Lin, Tiger W.; Das, Anup; Krishnan, Giri P.; Bazhenov, Maxim; Sejnowski, Terrence J.
2
2017
Blind nonnegative source separation using biological neural networks. Zbl 1414.92040
Pehlevan, Cengiz; Mohan, Sreyas; Chklovskii, Dmitri B.
2
2017
Delay differential analysis of seizures in multichannel electrocorticography data. Zbl 1414.92177
Lainscsek, Claudia; Weyhenmeyer, Jonathan; Cash, Sydney S.; Sejnowski, Terrence J.
2
2017
Nonnegative matrix factorization with rank regularization and hard constraint. Zbl 1419.65007
Shang, Ronghua; Liu, Chiyang; Meng, Yang; Jiao, Licheng; Stolkin, Rustam
2
2017
The population tracking model: a simple, scalable statistical model for neural population data. Zbl 1414.92112
O’Donnell, Cian; Gonçalves, J. Tiago; Whiteley, Nick; Portera-Cailliau, Carlos; Sejnowski, Terrence J.
1
2017
Fast, accurate localization of epileptic seizure onset zones based on detection of high-frequency oscillations using improved wavelet transform and matching pursuit methods. Zbl 1414.92195
Wu, Min; Wan, Ting; Wan, Xiongbo; Du, Yuxiao; She, Jinhua
1
2017
Time series decomposition into oscillation components and phase estimation. Zbl 1418.62339
Matsuda, Takeru; Komaki, Fumiyasu
1
2017
Local and global gestalt laws: a neurally based spectral approach. Zbl 1414.91315
Favali, Marta; Citti, Giovanna; Sarti, Alessandro
1
2017
On decoding grid cell population codes using approximate belief propagation. Zbl 1414.92059
Yoo, Yongseok; Kim, Woori
1
2017
Multisensory Bayesian inference depends on synapse maturation during training: theoretical analysis and neural modeling implementation. Zbl 1414.92053
Ursino, Mauro; Cuppini, Cristiano; Magosso, Elisa
1
2017
Information maximization explains the sparseness of presynaptic neural response. Zbl 1414.92026
Kouh, Minjoon
1
2017
Evolving network model that almost regenerates epileptic data. Zbl 1414.92033
Manjunath, G.
1
2017
Maximum pseudolikelihood estimation for model-based clustering of time series data. Zbl 1418.62254
Nguyen, Hien D.; McLachlan, Geoffrey J.; Orban, Pierre; Bellec, Pierre; Janke, Andrew L.
1
2017
A unified theory of neuro-MRI data shows scale-free nature of connectivity modes. Zbl 1414.92167
Galinsky, Vitaly L.; Frank, Lawrence R.
1
2017
Nested-clique network model of neural associative memory. Zbl 1414.92034
Mofrad, Asieh Abolpour; Parker, Matthew G.
1
2017
A weight-adaptive Laplacian embedding for graph-based clustering. Zbl 1461.62093
Cheng, De; Nie, Feiping; Sun, Jiande; Gong, Yihong
1
2017
Multiview feature analysis via structured sparsity and shared subspace discovery. Zbl 1456.68141
Chang, Yan-Shuo; Nie, Feiping; Wang, Ming-Yu
1
2017
Analytical derivation of nonlinear spectral effects and 1/f scaling artifact in signal processing of real-world data. Zbl 1470.94046
Lainscsek, Claudia; Muller, Lyle E.; Sampson, Aaron L.; Sejnowski, Terrence J.
1
2017
Direct estimation of the derivative of quadratic mutual information with application in supervised dimension reduction. Zbl 1461.62081
Tangkaratt, Voot; Sasaki, Hiroaki; Sugiyama, Masashi
1
2017
Deep restricted kernel machines using conjugate feature duality. Zbl 1456.68178
Suykens, Johan A. K.
1
2017
Rank selection in nonnegative matrix factorization using minimum description length. Zbl 1418.62226
Squires, Steven; Prügel-Bennett, Adam; Niranjan, Mahesan
1
2017
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Cited by 11,698 Authors

52 Cao, Jinde
44 Sugiyama, Masashi
37 Amari, Shun-ichi
34 Zhou, Dingxuan
28 Suykens, Johan A. K.
27 Huang, Lihong
26 Aihara, Kazuyuki
24 Bressloff, Paul C.
24 Elliott, Terry
23 Friston, Karl J.
23 Kanamori, Takafumi
23 Lánský, Petr
22 Le Thi, Hoai An
22 Sejnowski, Terrence J.
21 Laing, Carlo R.
21 Longtin, André
20 Eguchi, Shinto
20 Kilpatrick, Zachary P.
20 Wu, Qiang
19 Maass, Wolfgang
19 Moehlis, Jeff
19 Murata, Noboru
19 Okada, Masato
19 Paninski, Liam
18 Pan, Linqiang
18 Príncipe, José Carlos
17 Pham Dinh Tao
17 Song, Qiankun
16 Lindner, Benjamin
15 Brown, Emery N.
15 Coifman, Ronald Raphaël
15 Gnecco, Giorgio
15 Hyvärinen, Aapo
15 Josić, Krešimir
15 Thomas, Peter J.
14 Ditlevsen, Susanne
14 Gerstner, Wulfram
14 Hoshino, Osamu
14 Kass, Robert E.
14 Sanguineti, Marcello
14 Watanabe, Sumio
13 Hammer, Barbara
13 Kevrekidis, Ioannis George
13 Pirozzi, Enrica
13 Porr, Bernd
13 Tiňo, Peter
13 Tong, Hongzhi
12 Burkitt, Anthony N.
12 Campbell, Sue Ann
12 Chen, Tianping
12 Chung, Fu-Lai
12 Coombes, Stephen
12 Destexhe, Alain
12 Eden, Uri T.
12 Li, Luoqing
12 Ly, Cheng
12 Singer, Amit
12 Sun, Hongwei
12 Wang, Jun
12 Wilson, Dan D.
12 Wu, Si
12 Zeng, Zhigang
12 Zhang, Jun
11 Ay, Nihat
11 Bogacz, Rafal
11 Chen, Songcan
11 Cichocki, Andrzej
11 Crutchfield, James P.
11 Diesmann, Markus
11 Giannakis, Dimitrios
11 Guo, Zheng-Chu
11 Hino, Hideitsu
11 Kim, Yongdai
11 Koyama, Shinsuke
11 Lin, Chih-Jen
11 Nakahara, Hiroyuki
11 Pipa, Gordon
11 Rotter, Stefan
11 Shinomoto, Shigeru
11 Stanimirović, Predrag S.
11 Wang, Jun
10 Bachoc, François
10 Bengio, Yoshua
10 Dayan, Peter
10 Douglas, Rodney J.
10 Ermentrout, Bard G.
10 Faugeras, Olivier D.
10 Fusi, Stefano
10 Huerta, Ramón
10 Kopell, Nancy J.
10 Masuda, Naoki
10 Peng, Hong
10 Priebe, Carey E.
10 Sacerdote, Laura
10 Sarti, Alessandro
10 Senn, Walter
10 Šíma, Jiří
10 Suzuki, Taiji
10 Takeda, Akiko
10 Takenouchi, Takashi
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Cited in 525 Journals

1,386 Neural Computation
386 Neural Networks
257 Journal of Computational Neuroscience
249 Biological Cybernetics
191 Pattern Recognition
147 Machine Learning
129 Chaos
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80 Journal of Mathematical Psychology
78 Applied and Computational Harmonic Analysis
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70 Journal of Machine Learning Research (JMLR)
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62 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering
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50 Chaos, Solitons and Fractals
45 Theoretical Computer Science
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29 The Annals of Applied Statistics
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27 Electronic Journal of Statistics
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24 Advances in Data Analysis and Classification. ADAC
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19 Computer Methods in Applied Mechanics and Engineering
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18 Proceedings of the National Academy of Sciences of the United States of America
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17 Mathematical Biosciences
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17 Philosophical Transactions of the Royal Society of London. Series A. Mathematical, Physical and Engineering Sciences
17 Advances in Difference Equations
16 Artificial Intelligence
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