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Neural Computation

Short Title: Neural Comput.
Publisher: MIT Press, Cambridge, MA
ISSN: 0899-7667; 1530-888X/e
Online: https://direct.mit.edu/neco/issue/browse-by-year
Comments: Journal; Published electronic only as of Vol. 27, No. 1 (2015).
Documents Indexed: 2,238 Publications (since 1994)
References Indexed: 2,108 Publications with 78,131 References.
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Authors

36 Amari, Shun-ichi
32 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 Friston, Karl J.
12 Hino, Hideitsu
12 Hoshino, Osamu
12 Hyvärinen, Aapo
11 Brown, Emery N.
11 Eden, Uri T.
11 Eguchi, Shinto
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 Takeuchi, Ichiro
10 Ventura, Valérie
10 Wu, Si
9 Chan, Laiwan
9 Cichocki, Andrzej
9 Hansen, Lars Kai
9 Kass, Robert E.
9 Pipa, Gordon
9 Príncipe, José Carlos
9 Schmidhuber, Jürgen
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 Pillow, Jonathan W.
8 Porr, Bernd
8 Samengo, Inés
8 Van Hulle, Marc M.
8 van Rossum, Mark C. W.
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 Parr, Thomas
7 Seung, H. Sebastian
7 Shea-Brown, Eric
7 Šíma, Jiří
7 Sompolinsky, Haim
7 Takenouchi, Takashi
7 Tang, Huajin
7 Toyoizumi, Taro
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 Mihalaş, Ştefan
6 Miller, David John
6 Müller, Klaus-Robert
6 Nie, Feiping
6 Niu, Gang
6 Pan, Linqiang
6 Panzeri, Stefano
6 Rotter, Stefan
6 Schrauwen, Benjamin
6 Sharpee, Tatyana O.
6 Simoncelli, Eero P.
6 Slotine, Jean-Jacques E.
6 Song, Dong
6 Suykens, Johan A. K.
6 Suzuki, Taiji
6 Tiesinga, Paul H. E.
6 Williams, Christopher K. I.
...and 3,701 more Authors

Publications by Year

Citations contained in zbMATH Open

1,561 Publications have been cited 13,175 times in 7,888 Documents Cited by Year
Laplacian eigenmaps for dimensionality reduction and data representation. Zbl 1085.68119
Belkin, Mikhail; Niyogi, Partha
586
2003
A fast learning algorithm for deep belief nets. Zbl 1106.68094
Hinton, Geoffrey E.; Osindero, Simon; Teh, Yee-Whye
217
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
189
2002
Training products of experts by minimizing contrastive divergence. Zbl 1010.68111
Hinton, Geoffrey E.
173
2002
Projected gradient methods for nonnegative matrix factorization. Zbl 1173.90583
Lin, Chih-Jen
136
2007
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.
135
2001
The concave-convex procedure. Zbl 1022.68112
Yuille, A. L.; Rangarajan, Anand
126
2003
On the phase reduction and response dynamics of neural oscillator population. Zbl 1054.92006
Brown, Eric; Moehlis, Jeff; Holmes, Philip
123
2004
Estimation of entropy and mutual information. Zbl 1052.62003
Paninski, Liam
99
2003
Canonical correlation analysis: An overview with application to learning methods. Zbl 1062.68134
Hardoon, David R.; Szedmak, Sandor; Shawe-Taylor, John
92
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.
83
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.
69
2001
The diffusion decision model: Theory and data for two-choice decision tasks. Zbl 1147.68720
Ratcliff, Roger; McKoon, Gail
65
2008
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
64
2005
Asymptotic behaviors of support vector machines with Gaussian kernel. Zbl 1086.68569
Keerthi, S. Sathiya; Lin, Chih-Jen
62
2003
Polychronization: computation with spikes. Zbl 1090.92006
Izhikevich, Eugen M.
61
2006
Synchronization in networks of excitatory and inhibitory neurons with sparse, random connectivity. Zbl 1085.68615
Börgers, Christoph; Kopell, Nancy
59
2003
Stationary bumps in networks of spiking neurons. Zbl 0978.92004
Laing, Carlo R.; Chow, Carson C.
58
2001
Slow feature analysis: Unsupervised learning of invariances. Zbl 0994.68591
Wiskott, Laurenz; Sejnowski, Terrence J.
58
2002
Dynamics of the firing probability of noisy integrate-and-fire neurons. Zbl 1009.92007
Fourcaud, Nicolas; Brunel, Nicolas
58
2002
Training a support vector machine in the primal. Zbl 1123.68101
Chapelle, Olivier
54
2007
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.
53
2002
SVM soft margin classifiers: linear programming versus quadratic programming. Zbl 1108.90324
Wu, Qiang; Zhou, Ding-Xuan
52
2005
A universal model for spike-frequency adaptation. Zbl 1052.92010
Benda, Jan; Herz, Andreas V. M.
51
2003
Real-time computation at the edge of chaos in recurrent neural networks. Zbl 1102.68530
Bertschinger, Nils; Natschläger, Thomas
51
2004
Memorization and association on a realistic neural model. Zbl 1089.68612
Valiant, Leslie G.
49
2005
A spike-train probability model. Zbl 0985.92017
Kass, Robert E.; Ventura, Valérie
47
2001
Sparse on-line Gaussian processes. Zbl 0987.62060
Csató, Lehel; Opper, Manfred
47
2002
Predictability, complexity, and learning. Zbl 0993.68045
Bialek, William; Nemenman, Ilya; Tishby, Naftali
47
2001
Maximum likelihood estimation of a stochastic integrate-and-fire neural encoding model. Zbl 1180.62179
Paninski, Liam; Pillow, Jonathan W.; Simoncelli, Eero P.
47
2004
Almost periodic dynamics of a class of delayed neural networks with discontinuous activations. Zbl 1146.68422
Lu, Wenlian; Chen, Tianping
46
2008
An efficient learning procedure for deep Boltzmann machines. Zbl 1247.68223
Salakhutdinov, Ruslan; Hinton, Geoffrey
46
2012
Nonnegative matrix factorization with the Itakura-Saito divergence: With application to music analysis. Zbl 1156.94306
Févotte, Cédric; Bertin, Nancy; Durrieu, Jean-Louis
45
2009
The effects of spike frequency adaptation and negative feeback on the synchronization of neural oscillators. Zbl 0963.68647
Ermentrout, Bard; Pascal, Matthew; Gutkin, Boris
44
2001
Information geometry of \(U\)-Boost and Bregman divergence. Zbl 1102.68489
Murata, Noboru; Takenouchi, Takashi; Kanamori, Takafumi; Eguchi, Shinto
43
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.
43
2003
Blind source separation by sparse decomposition in a signal dictionary. Zbl 0985.94004
Zibulevsky, Michael; Pearlmutter, Barak A.
42
2001
Firing rate of the noisy quadratic integrate-and-fire neuron. Zbl 1085.68617
Brunel, Nicolas; Latham, Peter E.
42
2003
New conditions on global stability of Cohen-Grossberg neural networks. Zbl 1086.68573
Lu, Wenlian; Chen, Tianping
41
2003
On the convergence of stochastic iterative dynamic programming algorithms. Zbl 0822.68095
Jaakkola, Tommi; Jordan, Michael I.; Singh, Satinder P.
41
1994
Spiking neural P systems with weights. Zbl 1208.68120
Wang, Jun; Hoogeboom, Hendrik Jan; Pan, Linqiang; Păun, Gheorghe; Pérez-Jiménez, Mario J.
41
2010
Relating STDP to BCM. Zbl 1109.92307
Izhikevich, Eugene M.; Desai, Niraj S.
40
2003
Dynamical behaviors of delayed neural network systems with discontinuous activation functions. Zbl 1094.68625
Lu, Wenlian; Chen, Tianping
40
2006
Algorithms for nonnegative matrix factorization with the \(\beta\)-divergence. Zbl 1231.65072
Févotte, Cédric; Idier, Jérôme
39
2011
Estimating a state-space model from point process observations. Zbl 1085.68651
Smith, Anne C.; Brown, Emery N.
39
2003
Divergence function, duality, and convex analysis. Zbl 1082.62005
Zhang, Jun
39
2004
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
Stability-based validation of clustering solutions. Zbl 1089.68100
Lange, Tilman; Roth, Volker; Braun, Mikio L.; Buhmann, Joachim M.
37
2004
Active inference: a process theory. Zbl 1414.92092
Friston, Karl; FitzGerald, Thomas; Rigoli, Francesco; Schwartenbeck, Philipp; Pezzulo, Giovanni
37
2017
Spectral algorithms for supervised learning. Zbl 1147.68643
Lo Gerfo, L.; Rosasco, L.; Odone, F.; de Vito, E.; Verri, A.
36
2008
Representational power of restricted Boltzmann machines and deep belief networks. Zbl 1140.68057
Le Roux, Nicolas; Bengio, Yoshua
35
2008
Spiking neural P systems with astrocytes. Zbl 1238.68056
Pan, Linqiang; Wang, Jun; Hoogeboom, Hendrik Jan
35
2012
A novel spike distance. Zbl 0979.92011
van Rossum, M. C. W.
35
2001
Topographic independent component analysis. Zbl 1009.62049
Hyvärinen, Aapo; Hoyer, Patrik O.; Inki, Mika
35
2001
Algebraic analysis for nonidentifiable learning machines. Zbl 0985.68051
Watanabe, Sumio
34
2001
Correctness of belief propagation in Gaussian graphical models of arbitrary topology. Zbl 0992.68055
Weiss, Yair; Freeman, William T.
34
2001
Robust blind source separation by beta divergence. Zbl 1019.94506
Mihoko, Minami; Eguchi, Shinto
34
2002
Spike-timing-dependent Hebbian plasticity as temporal difference learning. Zbl 0982.92006
Rao, Rajesh P. N.; Sejnowski, Terrence J.
33
2001
Learning bounds for kernel regression using effective data dimensionality. Zbl 1080.68044
Zhang, Tong
33
2005
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
Systematic fluctuation expansion for neural network activity equations. Zbl 1183.92013
Buice, Michael A.; Cowan, Jack D.; Chow, Carson C.
31
2010
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
Leave-one-out bounds for kernel methods. Zbl 1085.68144
Zhang, Tong
31
2003
Stochastic optimal control and estimation methods adapted to the noise characteristics of the sensorimotor system. Zbl 1108.93082
Todorov, Emanuel
31
2005
Orthogonality of decision boundaries in complex-valued neural networks. Zbl 1084.68105
Nitta, Tohru
30
2004
Dynamical behaviors of a large class of general delayed neural networks. Zbl 1080.68615
Chen, Tianping; Lu, Wenlian; Chen, Guangrong
30
2005
Statistical inference, Occam’s razor, and statistical mechanics on the space of probability distributions. Zbl 0870.62006
Balasubramanian, Vijay
30
1997
A sequential learning scheme for function approximation using minimal radial basis function neural networks. Zbl 1067.68586
Lu, Yingwei; Sundararajan, N.; Saratchandran, P.
30
1997
Rate coding versus temporal order coding: What the retinal ganglion cells tell the visual cortex. Zbl 0963.68645
Van Rullen, Rufin; Thorpe, Simon J.
29
2001
Patterns of synchrony in neural networks with spike adaptation. Zbl 1004.92011
van Vreeswijk, C.; Hansel, D.
29
2001
Resampling method for unsupervised estimation of cluster validity. Zbl 0993.68113
Levine, Erel; Domany, Eytan
29
2001
Degree of approximation results for feedforward networks approximating unknown mappings and their derivatives. Zbl 0846.60088
Hornik, Kurt; Stinchcombe, Maxwell; White, Halbert; Auer, Peter
29
1994
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
Population coding and decoding in a neural field: A computational study. Zbl 0994.92011
Wu, Si; Amari, Shun-ichi; Nakahara, Hiroyuki
29
2002
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.
28
2002
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
Bayesian computation in recurrent neural circuits. Zbl 1090.68090
Rao, Rajesh P. N.
28
2004
Multiperiodicity and exponential attractivity evoked by periodic external inputs in delayed cellular neural networks. Zbl 1107.68086
Zeng, Zhigang; Wang, Jun
28
2006
Asynchronous states and the emergence of synchrony in large networks of interacting excitatory and inhibitory neurons. Zbl 1031.68098
Hansel, D.; Mato, G.
28
2003
Higher-order statistics of input ensembles and the response of simple model neurons. Zbl 1026.92011
Kuhn, Alexandre; Aertsen, Ad; Rotter, Stefan
28
2003
General-purpose computation with neural networks: a survey of complexity theoretic results. Zbl 1097.68589
Šíma, Jiří; Orponen, Pekka
27
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
27
2006
The variational Gaussian approximation revisited. Zbl 1178.68450
Opper, Manfred; Archambeau, Cédric
27
2009
Integrate-and-fire neurons driven by correlated stochastic input. Zbl 1011.92016
Salinas, Emilio; Sejnowski, Terrence J.
27
2002
Prediction games and arcing algorithms. Zbl 1508.68280
Breiman, Leo
27
1999
Exponential stability of almost periodic solutions for memristor-based neural networks with distributed leakage delays. Zbl 1482.34199
Xu, Changjin; Li, Peiluan; Pang, Yicheng
27
2016
Online model selection based on the variational Bayes. Zbl 1013.62087
Sato, Masa-aki
26
2001
Rate models for conductance-based cortical neuronal networks. Zbl 1054.92019
Shriki, Oren; Hansel, David; Sompolinsky, Haim
26
2003
An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike timing. Zbl 1047.92014
Senn, Walter; Markram, Henry; Tsodyks, Misha
26
2001
Information processing in dendritic trees. Zbl 0810.92007
Mel, Bartlett W.
26
1994
Flat minima. Zbl 0872.68150
Hochreiter, Sepp; Schmidhuber, Jürgen
26
1997
A method for selecting the bin size of a time histogram. Zbl 1115.92014
Shimazaki, Hideaki; Shinomoto, Shigeru
25
2007
Support vector ordinal regression. Zbl 1127.68080
Chu, Wei; Keerthi, S. Sathiya
25
2007
Unitary events in multiple single-neuron spiking activity: II. Nonstationary data. Zbl 1005.92006
Grün, Sonja; Diesmann, Markus; Aertsen, Ad
25
2002
Permitted and forbidden sets in symmetric threshold-linear networks. Zbl 1046.92003
Hahnloser, Richard H. R.; Seung, H. Sebastian; Slotine, Jean-Jacques
25
2003
Bayesian model assessment and comparison using cross-validation predictive densities. Zbl 1002.62029
Vehtari, Aki; Lampinen, Jouko
25
2002
Intrinsic stabilization of output rates by spike-based Hebbian learning. Zbl 0996.92001
Kempter, Richard; Gerstner, Wulfram; van Hemmen, J. Leo
24
2001
Analytic expressions for rate and CV of a type I neuron driven by white Gaussian noise. Zbl 1085.68638
Lindner, Benjamin; Longtin, André; Bulsara, Adi
24
2003
Synaptic shot noise and conductance fluctuations affect the membrane voltage with equal significance. Zbl 1076.92014
Richardson, Magnus J. E.; Gerstner, Wulfram
24
2005
Reward maximization through discrete active inference. Zbl 1520.91292
Da Costa, Lancelot; Sajid, Noor; Parr, Thomas; Friston, Karl; Smith, Ryan
1
2023
Body mechanics, optimality, and sensory feedback in the human control of complex objects. Zbl 1520.92011
Razavian, Reza Sharif; Sadeghi, Mohsen; Bazzi, Salah; Nayeem, Rashida; Sternad, Dagmar
1
2023
Deep learning solution of the eigenvalue problem for differential operators. Zbl 07732312
Ben-Shaul, Ido; Bar, Leah; Fishelov, Dalia; Sochen, Nir
1
2023
Progressive interpretation synthesis: interpreting task solving by quantifying previously used and unused information. Zbl 07642580
He, Zhengqi; Toyoizumi, Taro
1
2023
Adaptive learning neural network method for solving time-fractional diffusion equations. Zbl 07541166
Shiri, Babak; Kong, Hua; Wu, Guo-Cheng; Luo, Cheng
4
2022
A generalized framework of multifidelity max-value entropy search through joint entropy. Zbl 07606373
Takeno, Shion; Fukuoka, Hitoshi; Tsukada, Yuhki; Koyama, Toshiyuki; Shiga, Motoki; Takeuchi, Ichiro; Karasuyama, Masayuki
3
2022
Bayesian brains and the Rényi divergence. Zbl 1491.92020
Sajid, Noor; Faccio, Francesco; Da Costa, Lancelot; Parr, Thomas; Schmidhuber, Jürgen; Friston, Karl
2
2022
Predictive coding approximates backprop along arbitrary computation graphs. Zbl 1487.68197
Millidge, Beren; Tschantz, Alexander; Buckley, Christopher L.
2
2022
Hypothesis test and confidence analysis with Wasserstein distance on general dimension. Zbl 07541175
Imaizumi, Masaaki; Ota, Hirofumi; Hamaguchi, Takuo
1
2022
On neural network kernels and the storage capacity problem. Zbl 1492.68118
Zavatone-Veth, Jacob A.; Pehlevan, Cengiz
1
2022
Principal component analysis for Gaussian process posteriors. Zbl 07544752
Ishibashi, Hideaki; Akaho, Shotaro
1
2022
Fixed-time stable neurodynamic flow to sparse signal recovery via nonconvex \(L_{1-\beta 2}\)-norm. Zbl 1494.92041
Zhao, You; Liao, Xiaofeng; He, Xing
1
2022
Differential geometry methods for constructing manifold-targeted recurrent neural networks. Zbl 07570965
Claudi, Federico; Branco, Tiago
1
2022
A simple model of nonspiking neurons. Zbl 1500.92015
Naudin, Loïs; Laredo, Juan Luis Jiménez; Corson, Nathalie
1
2022
Modeling the ventral and dorsal cortical visual pathways using artificial neural networks. Zbl 1483.92012
Han, Zhixian; Sereno, Anne
1
2022
Implicit contact dynamics modeling with explicit inertia matrix representation for real-time, model-based control in physical environment. Zbl 1483.93146
Itoh, Takeshi D.; Ishihara, Koji; Morimoto, Jun
1
2022
Nonconvex sparse regularization for deep neural networks and its optimality. Zbl 07481540
Ohn, Ilsang; Kim, Yongdai
1
2022
Deep network with approximation error being reciprocal of width to power of square root of depth. Zbl 1521.41007
Shen, Zuowei; Yang, Haizhao; Zhang, Shijun
20
2021
Active inference: demystified and compared. Zbl 1520.68156
Sajid, Noor; Ball, Philip J.; Parr, Thomas; Friston, Karl J.
5
2021
Shaping dynamics with multiple populations in low-rank recurrent networks. Zbl 1469.92014
Beiran, Manuel; Dubreuil, Alexis; Valente, Adrian; Mastrogiuseppe, Francesca; Ostojic, Srdjan
3
2021
Flexible transmitter network. Zbl 1482.92028
Zhang, Shao-Qun; Zhou, Zhi-Hua
2
2021
Pathological spectra of the Fisher information metric and its variants in deep neural networks. Zbl 1522.68497
Karakida, Ryo; Akaho, Shotaro; Amari, Shun-Ichi
2
2021
New insights into learning with correntropy-based regression. Zbl 1520.68144
Feng, Yunlong
2
2021
Robust stability analysis of delayed stochastic neural networks via Wirtinger-based integral inequality. Zbl 1469.93088
Suresh, R.; Manivannan, A.
2
2021
Whence the expected free energy? Zbl 1469.91041
Millidge, Beren; Tschantz, Alexander; Buckley, Christopher L.
2
2021
Sophisticated inference. Zbl 1469.91023
Friston, Karl; Da Costa, Lancelot; Hafner, Danijar; Hesp, Casper; Parr, Thomas
2
2021
On the achievability of blind source separation for high-dimensional nonlinear source mixtures. Zbl 1469.94031
Isomura, Takuya; Toyoizumi, Taro
2
2021
Task-agnostic continual learning using online variational Bayes with fixed-point updates. Zbl 1522.68490
Zeno, Chen; Golan, Itay; Hoffer, Elad; Soudry, Daniel
1
2021
Simple convolutional-based models: are they learning the task or the data? Zbl 1482.92024
Sa-Couto, Luis; Wichert, Andreas
1
2021
Learning brain dynamics with coupled low-dimensional nonlinear oscillators and deep recurrent networks. Zbl 1483.92008
Abrevaya, Germán; Dumas, Guillaume; Aravkin, Aleksandr Y.; Zheng, Peng; Gagnon-Audet, Jean-Christophe; Kozloski, James; Polosecki, Pablo; Lajoie, Guillaume; Cox, David; Dawson, Silvina Ponce; Cecchi, Guillermo; Rish, Irina
1
2021
Power function error initialization can improve convergence of backpropagation learning in neural networks for classification. Zbl 1522.68466
Knoblauch, Andreas
1
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A biologically plausible neural network for multichannel canonical correlation analysis. Zbl 1483.92015
Lipshutz, David; Bahroun, Yanis; Golkar, Siavash; Sengupta, Anirvan M.; Chklovskii, Dmitri B.
1
2021
Least \(k\)th-order and Rényi generative adversarial networks. Zbl 1522.68445
Bhatia, Himesh; Paul, William; Alajaji, Fady; Gharesifard, Bahman; Burlina, Philippe
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
Conductance-based adaptive exponential integrate-and-fire model. Zbl 1469.92031
Górski, Tomasz; Depannemaecker, Damien; Destexhe, Alain
1
2021
Passive nonlinear dendritic interactions as a computational resource in spiking neural networks. Zbl 1469.92027
Stöckel, Andreas; Eliasmith, Chris
1
2021
Learning in volatile environments with the Bayes factor surprise. Zbl 1469.91040
Liakoni, Vasiliki; Modirshanechi, Alireza; Gerstner, Wulfram; Brea, Johanni
1
2021
Enhanced signal detection by adaptive decorrelation of interspike intervals. Zbl 1469.92033
Nesse, William H.; Maler, Leonard; Longtin, André
1
2021
Deeply felt affect: the emergence of valence in deep active inference. Zbl 1469.91039
Hesp, Casper; Smith, Ryan; Parr, Thomas; Allen, Micah; Friston, Karl J.; Ramstead, Maxwell J. D.
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
The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks. Zbl 1520.68163
Zenke, Friedemann; Vogels, Tim P.
1
2021
Flexible frequency switching in adult mouse visual cortex is mediated by competition between parvalbumin and somatostatin expressing interneurons. Zbl 1469.92016
Domhof, Justin W. M.; Tiesinga, Paul H. E.
1
2021
The refractory period matters: unifying mechanisms of macroscopic brain waves. Zbl 1469.92028
Weistuch, Corey; Mujica-Parodi, Lilianne R.; Dill, Ken
1
2021
Critical point-finding methods reveal gradient-flat regions of deep network losses. Zbl 1520.68167
Frye, Charles G.; Simon, James; Wadia, Neha S.; Ligeralde, Andrew; Deweese, Michael R.; Bouchard, Kristofer E.
1
2021
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.
5
2020
Online learning based on online DCA and application to online classification. Zbl 1468.68157
Le Thi, Hoai An; Ho, Vinh Thanh
4
2020
Fast and accurate Langevin simulations of stochastic Hodgkin-Huxley dynamics. Zbl 1453.92060
Pu, Shusen; Thomas, Peter J.
4
2020
A continuous-time analysis of distributed stochastic gradient. Zbl 07268863
Boffi, Nicholas M.; Slotine, Jean-Jacques E.
3
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.
3
2020
Model-free robust optimal feedback mechanisms of biological motor control. Zbl 1450.92020
Bian, Tao; Wolpert, Daniel M.; Jiang, Zhong-Ping
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
Inference of a mesoscopic population model from population spike trains. Zbl 1450.92023
René, Alexandre; Longtin, André; Macke, Jakob H.
2
2020
A discrete-time neurodynamic approach to sparsity-constrained nonnegative matrix factorization. Zbl 1452.65080
Li, Xinqi; Wang, Jun; Kwong, Sam
2
2020
A survey on deep learning for multimodal data fusion. Zbl 1468.68182
Gao, Jing; Li, Peng; Chen, Zhikui; Zhang, Jianing
1
2020
The discriminative Kalman filter for Bayesian filtering with nonlinear and nongaussian observation models. Zbl 1468.62355
Burkhart, Michael C.; Brandman, David M.; Franco, Brian; Hochberg, Leigh R.; Harrison, Matthew T.
1
2020
First passage time memory lifetimes for multistate, filter-based synapses. Zbl 1475.92012
Elliott, Terry
1
2020
Independently interpretable Lasso for generalized linear models. Zbl 1473.68171
Takada, Masaaki; Suzuki, Taiji; Fujisawa, Hironori
1
2020
Minimal spiking neuron for solving multilabel classification tasks. Zbl 1450.92021
Fil, Jakub; Chu, Dominique
1
2020
Any target function exists in a neighborhood of any sufficiently wide random network: a geometrical perspective. Zbl 1490.68196
Amari, Shun-ichi
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
Storing object-dependent sparse codes in a Willshaw associative network. Zbl 1473.68163
Sa-Couto, Luis; Wichert, Andreas
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
Hyperbolic-valued Hopfield neural networks in synchronous mode. Zbl 1497.92010
Kobayashi, Masaki
1
2020
Modal principal component analysis. Zbl 1455.62120
Sando, Keishi; Hino, Hideitsu
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 1497.92011
Kobayashi, Masaki
1
2020
A review of recurrent neural networks: LSTM cells and network architectures. Zbl 1494.68236
Yu, Yong; Si, Xiaosheng; Hu, Changhua; Zhang, Jianxun
12
2019
Fixed points of competitive threshold-linear networks. Zbl 1471.92014
Curto, Carina; Geneson, Jesse; Morrison, Katherine
8
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.
7
2019
Accelerating nonnegative matrix factorization algorithms using extrapolation. Zbl 1470.65083
Ang, Andersen Man Shun; Gillis, Nicolas
6
2019
Information geometry for regularized optimal transport and barycenters of patterns. Zbl 1478.53020
Amari, Shun-Ichi; Karakida, Ryo; Oizumi, Masafumi; Cuturi, Marco
6
2019
Effect of depth and width on local minima in deep learning. Zbl 1494.68241
Kawaguchi, Kenji; Huang, Jiaoyang; Kaelbling, Leslie Pack
4
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
4
2019
Decoding of neural data using cohomological feature extraction. Zbl 1471.92034
Rybakken, Erik; Baas, Nils; Dunn, Benjamin
3
2019
Equivalence of equilibrium propagation and recurrent backpropagation. Zbl 1474.68271
Scellier, Benjamin; Bengio, Yoshua
3
2019
Matrix product state-based quantum classifier. Zbl 1432.81020
Bhatia, Amandeep Singh; Saggi, Mandeep Kaur; Kumar, Ajay; Jain, Sushma
3
2019
Safe triplet screening for distance metric learning. Zbl 1494.68234
Yoshida, Tomoki; Takeuchi, Ichiro; Karasuyama, Masayuki
3
2019
Dual neural network method for solving multiple definite integrals. Zbl 07401146
Li, Haibin; Li, Yangtian; Li, Shangjie
2
2019
Biologically realistic mean-field models of conductance-based networks of spiking neurons with adaptation. Zbl 1471.92015
Di Volo, Matteo; Romagnoni, Alberto; Capone, Cristiano; Destexhe, Alain
2
2019
Gated orthogonal recurrent units: on learning to forget. Zbl 1476.68232
Jing, Li; Gulcehre, Caglar; Peurifoy, John; Shen, Yichen; Tegmark, Max; Soljacic, Marin; Bengio, Yoshua
2
2019
A geometrical analysis of global stability in trained feedback networks. Zbl 1471.93098
Mastrogiuseppe, Francesca; Ostojic, Srdjan
2
2019
One step back, two steps forward: interference and learning in recurrent neural networks. Zbl 1429.92009
Beer, Chen; Barak, Omri
2
2019
A novel predictive-coding-inspired variational RNN model for online prediction and recognition. Zbl 1452.68145
Ahmadi, Ahmadreza; Tani, Jun
2
2019
Spike-based winner-take-all computation: fundamental limits and order-optimal circuits. Zbl 1429.92026
Su, Lili; Chang, Chia-Jung; Lynch, Nancy
2
2019
First passage time memory lifetimes for simple, multistate synapses: beyond the eigenvector requirement. Zbl 1471.92068
Elliott, Terry
1
2019
Modeling the correlated activity of neural populations: a review. Zbl 1471.92016
Gardella, Christophe; Marre, Olivier; Mora, Thierry
1
2019
Forgetting memories and their attractiveness. Zbl 1471.92028
Marinari, Enzo
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
Inhibition and excitation shape activity selection: effect of oscillations in a decision-making circuit. Zbl 1471.91093
Bose, Thomas; Reina, Andreagiovanni; Marshall, James A. R.
1
2019
Controlling complexity of cerebral cortex simulations. I: CxSystem, a flexible cortical simulation framework. Zbl 1470.92018
Andalibi, Vafa; Hokkanen, Henri; Vanni, Simo
1
2019
Controlling complexity of cerebral cortex simulations. II: Streamlined microcircuits. Zbl 1470.92024
Hokkanen, Henri; Andalibi, Vafa; Vanni, Simo
1
2019
Learning moral graphs in construction of high-dimensional Bayesian networks for mixed data. Zbl 1471.92136
Xu, Suwa; Jia, Bochao; Liang, Faming
1
2019
Effective dimensionality reduction for visualizing neural dynamics by Laplacian eigenmaps. Zbl 1429.92050
Sun, Guanghao; Zhang, Shaomin; Zhang, Yiwei; Xu, Kedi; Zhang, Qiaosheng; Zhao, Ting; Zheng, Xiaoxiang
1
2019
On the complexity of logistic regression models. Zbl 1435.62286
Bulso, Nicola; Marsili, Matteo; Roudi, Yasser
1
2019
Supervised determined source separation with multichannel variational autoencoder. Zbl 1455.94057
Kameoka, Hirokazu; Li, Li; Inoue, Shota; Makino, Shoji
1
2019
On functions computed on trees. Zbl 1494.68084
Farhoodi, Roozbeh; Filom, Khashayar; Jones, Ilenna Simone; Kording, Konrad Paul
1
2019
Can grid cell ensembles represent multiple spaces? Zbl 1429.92025
Spalla, Davide; Dubreuil, Alexis; Rosay, Sophie; Monasson, Remi; Treves, Alessandro
1
2019
On the effect of the activation function on the distribution of hidden nodes in a deep network. Zbl 1494.68243
Long, Philip M.; Sedghi, Hanie
1
2019
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63 Cao, Jinde
46 Sugiyama, Masashi
42 Amari, Shun-ichi
38 Zhou, Dingxuan
33 Huang, Lihong
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27 Aihara, Kazuyuki
26 Bressloff, Paul C.
26 Friston, Karl J.
25 Kanamori, Takafumi
25 Lánský, Petr
25 Le Thi, Hoai An
25 Wang, Jun
24 Elliott, Terry
23 Laing, Carlo R.
22 Kilpatrick, Zachary P.
22 Sejnowski, Terrence J.
22 Wu, Qiang
21 Eguchi, Shinto
21 Longtin, André
21 Murata, Noboru
21 Okada, Masato
20 Moehlis, Jeff
20 Pan, Linqiang
20 Paninski, Liam
20 Shi, Lei
19 Lindner, Benjamin
19 Maass, Wolfgang
19 Pham Dinh Tao
18 Príncipe, José Carlos
18 Song, Qiankun
17 Hyvärinen, Aapo
17 Tong, Hongzhi
16 Gnecco, Giorgio
16 Guo, Zheng-Chu
16 Thomas, Peter J.
16 Zeng, Zhigang
15 Brown, Emery N.
15 Coifman, Ronald Raphaël
15 Gerstner, Wulfram
15 Josić, Krešimir
15 Kass, Robert E.
15 Sanguineti, Marcello
15 Tiňo, Peter
15 Wang, Jun
15 Watanabe, Sumio
14 Chung, Fu-Lai
14 Ditlevsen, Susanne
14 Hoshino, Osamu
14 Peng, Hong
14 Stanimirović, Predrag S.
14 Wilson, Dan D.
14 Zhang, Jun
13 Burkitt, Anthony N.
13 Cai, Zuowei
13 Campbell, Sue Ann
13 Cichocki, Andrzej
13 Giannakis, Dimitrios
13 Hammer, Barbara
13 Hino, Hideitsu
13 Kevrekidis, Ioannis George
13 Lin, Shaobo
13 Ly, Cheng
13 Pirozzi, Enrica
13 Porr, Bernd
13 Sun, Hongwei
13 Vehtari, Aki
13 Wu, Si
12 Ay, Nihat
12 Bogacz, Rafal
12 Chen, Tianping
12 Coombes, Stephen
12 Curto, Carina Pamela
12 Destexhe, Alain
12 Eden, Uri T.
12 Guo, Zhenyuan
12 Huang, Tingwen
12 Kim, Yongdai
12 Li, Luoqing
12 Parr, Thomas
12 Rotter, Stefan
12 Singer, Amit
12 Villmann, Thomas
12 Wang, Shitong
11 Chen, Hong
11 Chen, Songcan
11 Crutchfield, James P.
11 Diesmann, Markus
11 Ermentrout, George Bard
11 Koyama, Shinsuke
11 Lin, Chih-Jen
11 Nakahara, Hiroyuki
11 Pipa, Gordon
11 Priebe, Carey E.
11 Rakkiyappan, Rajan
11 Sacerdote, Laura
11 Sarti, Alessandro
11 Shinomoto, Shigeru
11 Šíma, Jiří
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1,402 Neural Computation
514 Neural Networks
271 Journal of Computational Neuroscience
259 Biological Cybernetics
199 Pattern Recognition
186 Machine Learning
144 Information Sciences
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119 Journal of Machine Learning Research (JMLR)
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38 Data Mining and Knowledge Discovery
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32 Journal of Mathematical Imaging and Vision
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23 Computational & Mathematical Methods in Medicine
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19 Artificial Intelligence
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17 Philosophical Transactions of the Royal Society of London. Series A. Mathematical, Physical and Engineering Sciences
16 Applied Mathematical Modelling
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