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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: 2,237 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 3,698 more Authors

Publications by Year

Citations contained in zbMATH Open

1,589 Publications have been cited 13,106 times in 7,931 Documents Cited by Year
Laplacian eigenmaps for dimensionality reduction and data representation. Zbl 1085.68119
Belkin, Mikhail; Niyogi, Partha
608
2003
A fast learning algorithm for deep belief nets. Zbl 1106.68094
Hinton, Geoffrey E.; Osindero, Simon; Teh, Yee-Whye
229
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
196
2002
Training products of experts by minimizing contrastive divergence. Zbl 1010.68111
Hinton, Geoffrey E.
179
2002
Projected gradient methods for nonnegative matrix factorization. Zbl 1173.90583
Lin, Chih-Jen
139
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.
137
2001
The concave-convex procedure. Zbl 1022.68112
Yuille, A. L.; Rangarajan, Anand
131
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
105
2003
Canonical correlation analysis: An overview with application to learning methods. Zbl 1062.68134
Hardoon, David R.; Szedmak, Sandor; Shawe-Taylor, John
94
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.
71
2001
The diffusion decision model: Theory and data for two-choice decision tasks. Zbl 1147.68720
Ratcliff, Roger; McKoon, Gail
67
2008
On learning vector-valued functions. Zbl 1092.93045
Micchelli, Charles A.; Pontil, Massimiliano
66
2005
Synchronization in networks of excitatory and inhibitory neurons with sparse, random connectivity. Zbl 1085.68615
Börgers, Christoph; Kopell, Nancy
62
2003
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.
62
2006
Dynamics of the firing probability of noisy integrate-and-fire neurons. Zbl 1009.92007
Fourcaud, Nicolas; Brunel, Nicolas
61
2002
Stationary bumps in networks of spiking neurons. Zbl 0978.92004
Laing, Carlo R.; Chow, Carson C.
59
2001
Slow feature analysis: Unsupervised learning of invariances. Zbl 0994.68591
Wiskott, Laurenz; Sejnowski, Terrence J.
58
2002
Training a support vector machine in the primal. Zbl 1123.68101
Chapelle, Olivier
57
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.
54
2002
SVM soft margin classifiers: linear programming versus quadratic programming. Zbl 1108.90324
Wu, Qiang; Zhou, Ding-Xuan
53
2005
A universal model for spike-frequency adaptation. Zbl 1052.92010
Benda, Jan; Herz, Andreas V. M.
53
2003
Real-time computation at the edge of chaos in recurrent neural networks. Zbl 1102.68530
Bertschinger, Nils; Natschläger, Thomas
52
2004
Sparse on-line Gaussian processes. Zbl 0987.62060
Csató, Lehel; Opper, Manfred
50
2002
Memorization and association on a realistic neural model. Zbl 1089.68612
Valiant, Leslie G.
49
2005
Predictability, complexity, and learning. Zbl 0993.68045
Bialek, William; Nemenman, Ilya; Tishby, Naftali
49
2001
An efficient learning procedure for deep Boltzmann machines. Zbl 1247.68223
Salakhutdinov, Ruslan; Hinton, Geoffrey
48
2012
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
A spike-train probability model. Zbl 0985.92017
Kass, Robert E.; Ventura, Valérie
47
2001
Nonnegative matrix factorization with the Itakura-Saito divergence: With application to music analysis. Zbl 1156.94306
Févotte, Cédric; Bertin, Nancy; Durrieu, Jean-Louis
46
2009
Almost periodic dynamics of a class of delayed neural networks with discontinuous activations. Zbl 1146.68422
Lu, Wenlian; Chen, Tianping
46
2008
New conditions on global stability of Cohen-Grossberg neural networks. Zbl 1086.68573
Lu, Wenlian; Chen, Tianping
45
2003
On the convergence of stochastic iterative dynamic programming algorithms. Zbl 0822.68095
Jaakkola, Tommi; Jordan, Michael I.; Singh, Satinder P.
44
1994
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.
44
2003
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
Firing rate of the noisy quadratic integrate-and-fire neuron. Zbl 1085.68617
Brunel, Nicolas; Latham, Peter E.
43
2003
Blind source separation by sparse decomposition in a signal dictionary. Zbl 0985.94004
Zibulevsky, Michael; Pearlmutter, Barak A.
42
2001
Analyzing functional connectivity using a network likelihood model of ensemble neural spiking activity. Zbl 1076.92011
Okatan, Murat; Wilson, Matthew A.; Brown, Emery N.
41
2005
Spiking neural P systems with weights. Zbl 1208.68120
Wang, Jun; Hoogeboom, Hendrik Jan; Pan, Linqiang; Păun, Gheorghe; Pérez-Jiménez, Mario J.
41
2010
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
40
2011
Relating STDP to BCM. Zbl 1109.92307
Izhikevich, Eugene M.; Desai, Niraj S.
40
2003
Divergence function, duality, and convex analysis. Zbl 1082.62005
Zhang, Jun
39
2004
Estimating a state-space model from point process observations. Zbl 1085.68651
Smith, Anne C.; Brown, Emery N.
39
2003
Representational power of restricted Boltzmann machines and deep belief networks. Zbl 1140.68057
Le Roux, Nicolas; Bengio, Yoshua
38
2008
Active inference: a process theory. Zbl 1414.92092
Friston, Karl; FitzGerald, Thomas; Rigoli, Francesco; Schwartenbeck, Philipp; Pezzulo, Giovanni
38
2017
Stability-based validation of clustering solutions. Zbl 1089.68100
Lange, Tilman; Roth, Volker; Braun, Mikio L.; Buhmann, Joachim M.
37
2004
Spectral algorithms for supervised learning. Zbl 1147.68643
Lo Gerfo, L.; Rosasco, L.; Odone, F.; de Vito, E.; Verri, A.
37
2008
A novel spike distance. Zbl 0979.92011
van Rossum, M. C. W.
36
2001
Spiking neural P systems with astrocytes. Zbl 1238.68056
Pan, Linqiang; Wang, Jun; Hoogeboom, Hendrik Jan
36
2012
Algebraic analysis for nonidentifiable learning machines. Zbl 0985.68051
Watanabe, Sumio
35
2001
Topographic independent component analysis. Zbl 1009.62049
Hyvärinen, Aapo; Hoyer, Patrik O.; Inki, Mika
35
2001
Correctness of belief propagation in Gaussian graphical models of arbitrary topology. Zbl 0992.68055
Weiss, Yair; Freeman, William T.
35
2001
Robust blind source separation by beta divergence. Zbl 1019.94506
Mihoko, Minami; Eguchi, Shinto
34
2002
Systematic fluctuation expansion for neural network activity equations. Zbl 1183.92013
Buice, Michael A.; Cowan, Jack D.; Chow, Carson C.
34
2010
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
Statistical inference, Occam’s razor, and statistical mechanics on the space of probability distributions. Zbl 0870.62006
Balasubramanian, Vijay
33
1997
Learning bounds for kernel regression using effective data dimensionality. Zbl 1080.68044
Zhang, Tong
33
2005
Spike-timing-dependent Hebbian plasticity as temporal difference learning. Zbl 0982.92006
Rao, Rajesh P. N.; Sejnowski, Terrence J.
33
2001
Dynamical behaviors of a large class of general delayed neural networks. Zbl 1080.68615
Chen, Tianping; Lu, Wenlian; Chen, Guangrong
33
2005
Leave-one-out bounds for kernel methods. Zbl 1085.68144
Zhang, Tong
33
2003
Multiperiodicity and exponential attractivity evoked by periodic external inputs in delayed cellular neural networks. Zbl 1107.68086
Zeng, Zhigang; Wang, Jun
31
2006
Stochastic optimal control and estimation methods adapted to the noise characteristics of the sensorimotor system. Zbl 1108.93082
Todorov, Emanuel
31
2005
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
Complete classification of the macroscopic behavior of a heterogeneous network of theta neurons. Zbl 1448.92046
Luke, Tanushree B.; Barreto, Ernest; So, Paul
31
2013
Prediction games and arcing algorithms. Zbl 1508.68280
Breiman, Leo
31
1999
Orthogonality of decision boundaries in complex-valued neural networks. Zbl 1084.68105
Nitta, Tohru
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.
30
1997
Population coding and decoding in a neural field: A computational study. Zbl 0994.92011
Wu, Si; Amari, Shun-ichi; Nakahara, Hiroyuki
30
2002
The variational Gaussian approximation revisited. Zbl 1178.68450
Opper, Manfred; Archambeau, Cédric
30
2009
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.
30
2002
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
Patterns of synchrony in neural networks with spike adaptation. Zbl 1004.92011
van Vreeswijk, C.; Hansel, D.
29
2001
Support vector ordinal regression. Zbl 1127.68080
Chu, Wei; Keerthi, S. Sathiya
29
2007
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
Resampling method for unsupervised estimation of cluster validity. Zbl 0993.68113
Levine, Erel; Domany, Eytan
29
2001
Exponential stability of almost periodic solutions for memristor-based neural networks with distributed leakage delays. Zbl 1482.34199
Xu, Changjin; Li, Peiluan; Pang, Yicheng
29
2016
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
Flat minima. Zbl 0872.68150
Hochreiter, Sepp; Schmidhuber, Jürgen
28
1997
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
Integrate-and-fire neurons driven by correlated stochastic input. Zbl 1011.92016
Salinas, Emilio; Sejnowski, Terrence J.
28
2002
General-purpose computation with neural networks: a survey of complexity theoretic results. Zbl 1097.68589
Šíma, Jiří; Orponen, Pekka
27
2003
Information processing in dendritic trees. Zbl 0810.92007
Mel, Bartlett W.
27
1994
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
Rate models for conductance-based cortical neuronal networks. Zbl 1054.92019
Shriki, Oren; Hansel, David; Sompolinsky, Haim
27
2003
Are loss functions all the same? Zbl 1089.68109
Rosasco, Lorenzo; de Vito, Ernesto; Caponnetto, Andrea; Piana, Michele; Verri, Alessandro
26
2004
Bayesian model assessment and comparison using cross-validation predictive densities. Zbl 1002.62029
Vehtari, Aki; Lampinen, Jouko
26
2002
Online model selection based on the variational Bayes. Zbl 1013.62087
Sato, Masa-aki
26
2001
Permitted and forbidden sets in symmetric threshold-linear networks. Zbl 1046.92003
Hahnloser, Richard H. R.; Seung, H. Sebastian; Slotine, Jean-Jacques
26
2003
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
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
Spiking neural P systems with thresholds. Zbl 1415.68104
Zeng, Xiangxiang; Zhang, Xingyi; Song, Tao; Pan, Linqiang
26
2014
An extended projection neural network for constrained optimization. Zbl 1097.68609
Xia, Youshen
25
2004
Progressive interpretation synthesis: interpreting task solving by quantifying previously used and unused information. Zbl 07642580
He, Zhengqi; Toyoizumi, Taro
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
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
From Pavlov conditioning to Hebb learning. Zbl 1520.91296
Agliari, Elena; Aquaro, Miriam; Barra, Adriano; Fachechi, Alberto; Marullo, Chiara
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
Nonconvex sparse regularization for deep neural networks and its optimality. Zbl 07481540
Ohn, Ilsang; Kim, Yongdai
2
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
2
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
Principal component analysis for Gaussian process posteriors. Zbl 07544752
Ishibashi, Hideaki; Akaho, Shotaro
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 1521.41007
Shen, Zuowei; Yang, Haizhao; Zhang, Shijun
22
2021
Active inference: demystified and compared. Zbl 1520.68156
Sajid, Noor; Ball, Philip J.; Parr, Thomas; Friston, Karl J.
6
2021
New insights into learning with correntropy-based regression. Zbl 1520.68144
Feng, Yunlong
3
2021
Flexible transmitter network. Zbl 1482.92028
Zhang, Shao-Qun; Zhou, Zhi-Hua
3
2021
Whence the expected free energy? Zbl 1469.91041
Millidge, Beren; Tschantz, Alexander; Buckley, Christopher L.
3
2021
Sophisticated inference. Zbl 1469.91023
Friston, Karl; Da Costa, Lancelot; Hafner, Danijar; Hesp, Casper; Parr, Thomas
3
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
Simple convolutional-based models: are they learning the task or the data? Zbl 1482.92024
Sa-Couto, Luis; Wichert, Andreas
2
2021
On the achievability of blind source separation for high-dimensional nonlinear source mixtures. Zbl 1469.94031
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2
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Power function error initialization can improve convergence of backpropagation learning in neural networks for classification. Zbl 1522.68466
Knoblauch, Andreas
2
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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
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Realizing active inference in variational message passing: the outcome-blind certainty seeker. Zbl 1481.91159
Champion, Théophile; Grześ, Marek; Bowman, Howard
2
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Robust stability analysis of delayed stochastic neural networks via Wirtinger-based integral inequality. Zbl 1469.93088
Suresh, R.; Manivannan, A.
2
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Might a single neuron solve interesting machine learning problems through successive computations on its dendritic tree? Zbl 1469.92032
Jones, Ilenna Simone; Kording, Konrad Paul
2
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Task-agnostic continual learning using online variational Bayes with fixed-point updates. Zbl 1522.68490
Zeno, Chen; Golan, Itay; Hoffer, Elad; Soudry, Daniel
1
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A correspondence between normalization strategies in artificial and biological neural networks. Zbl 1482.92026
Shen, Yang; Wang, Julia; Navlakha, Saket
1
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On PDE characterization of smooth hierarchical functions computed by neural networks. Zbl 1522.68197
Filom, Khashayar; Farhoodi, Roozbeh; Kording, Konrad Paul
1
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Semisupervised ordinal regression based on empirical risk minimization. Zbl 1522.68485
Tsuchiya, Taira; Charoenphakdee, Nontawat; Sato, Issei; Sugiyama, Masashi
1
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Bayesian quadrature optimization for probability threshold robustness measure. Zbl 1483.90064
Iwazaki, Shogo; Inatsu, Yu; Takeuchi, Ichiro
1
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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
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Conductance-based adaptive exponential integrate-and-fire model. Zbl 1469.92031
Górski, Tomasz; Depannemaecker, Damien; Destexhe, Alain
1
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Passive nonlinear dendritic interactions as a computational resource in spiking neural networks. Zbl 1469.92027
Stöckel, Andreas; Eliasmith, Chris
1
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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
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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
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Least \(k\)th-order and Rényi generative adversarial networks. Zbl 1522.68445
Bhatia, Himesh; Paul, William; Alajaji, Fady; Gharesifard, Bahman; Burlina, Philippe
1
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Chance-constrained active inference. Zbl 1483.91172
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1
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Multibranch formal neuron: an internally nonlinear learning unit. Zbl 1483.92038
Güler, Marifi
1
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Learning in volatile environments with the Bayes factor surprise. Zbl 1469.91040
Liakoni, Vasiliki; Modirshanechi, Alireza; Gerstner, Wulfram; Brea, Johanni
1
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Enhanced signal detection by adaptive decorrelation of interspike intervals. Zbl 1469.92033
Nesse, William H.; Maler, Leonard; Longtin, André
1
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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
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Implicit regularization and momentum algorithms in nonlinearly parameterized adaptive control and prediction. Zbl 1469.93055
Boffi, Nicholas M.; Slotine, Jean-Jacques E.
1
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The remarkable robustness of surrogate gradient learning for instilling complex function in spiking neural networks. Zbl 1520.68163
Zenke, Friedemann; Vogels, Tim P.
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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
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The refractory period matters: unifying mechanisms of macroscopic brain waves. Zbl 1469.92028
Weistuch, Corey; Mujica-Parodi, Lilianne R.; Dill, Ken
1
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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
5
2020
Fast and accurate Langevin simulations of stochastic Hodgkin-Huxley dynamics. Zbl 1453.92060
Pu, Shusen; Thomas, Peter J.
4
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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
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A continuous-time analysis of distributed stochastic gradient. Zbl 07268863
Boffi, Nicholas M.; Slotine, Jean-Jacques E.
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Minimal spiking neuron for solving multilabel classification tasks. Zbl 1450.92021
Fil, Jakub; Chu, Dominique
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Inference of a mesoscopic population model from population spike trains. Zbl 1450.92023
René, Alexandre; Longtin, André; Macke, Jakob H.
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The stochastic delta rule: faster and more accurate deep learning through adaptive weight noise. Zbl 1468.68181
Frazier-Logue, Noah; Hanson, Stephen José
2
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A discrete-time neurodynamic approach to sparsity-constrained nonnegative matrix factorization. Zbl 1452.65080
Li, Xinqi; Wang, Jun; Kwong, Sam
2
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Storing object-dependent sparse codes in a Willshaw associative network. Zbl 1473.68163
Sa-Couto, Luis; Wichert, Andreas
2
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Hyperbolic-valued Hopfield neural networks in synchronous mode. Zbl 1497.92010
Kobayashi, Masaki
1
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Modal principal component analysis. Zbl 1455.62120
Sando, Keishi; Hino, Hideitsu
1
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Active learning of Bayesian linear models with high-dimensional binary features by parameter confidence-region estimation. Zbl 1453.92230
Inatsu, Yu; Karasuyama, Masayuki; Inoue, Keiichi; Kandori, Hideki; Takeuchi, Ichiro
1
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Active learning for enumerating local minima based on Gaussian process derivatives. Zbl 1497.68423
Inatsu, Yu; Sugita, Daisuke; Toyoura, Kazuaki; Takeuchi, Ichiro
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
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Resonator networks. I: An efficient solution for factoring high-dimensional, distributed representations of data structures. Zbl 1497.68178
Frady, E. Paxon; Kent, Spencer J.; Olshausen, Bruno A.; Sommer, Friedrich T.
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2020
Resonator networks. II: Factorization performance and capacity compared to optimization-based methods. Zbl 1497.68180
Kent, Spencer J.; Frady, E. Paxon; Sommer, Friedrich T.; Olshausen, Bruno A.
1
2020
First passage time memory lifetimes for multistate, filter-based synapses. Zbl 1475.92012
Elliott, Terry
1
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Independently interpretable Lasso for generalized linear models. Zbl 1473.68171
Takada, Masaaki; Suzuki, Taiji; Fujisawa, Hironori
1
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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
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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
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A survey on deep learning for multimodal data fusion. Zbl 1468.68182
Gao, Jing; Li, Peng; Chen, Zhikui; Zhang, Jianing
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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
A review of recurrent neural networks: LSTM cells and network architectures. Zbl 1494.68236
Yu, Yong; Si, Xiaosheng; Hu, Changhua; Zhang, Jianxun
13
2019
Accelerating nonnegative matrix factorization algorithms using extrapolation. Zbl 1470.65083
Ang, Andersen Man Shun; Gillis, Nicolas
9
2019
Fixed points of competitive threshold-linear networks. Zbl 1471.92014
Curto, Carina; Geneson, Jesse; Morrison, Katherine
9
2019
Information geometry for regularized optimal transport and barycenters of patterns. Zbl 1478.53020
Amari, Shun-Ichi; Karakida, Ryo; Oizumi, Masafumi; Cuturi, Marco
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
Decoding of neural data using cohomological feature extraction. Zbl 1471.92034
Rybakken, Erik; Baas, Nils; Dunn, Benjamin
6
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
4
2019
Effect of depth and width on local minima in deep learning. Zbl 1494.68241
Kawaguchi, Kenji; Huang, Jiaoyang; Kaelbling, Leslie Pack
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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
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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
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2019
Safe triplet screening for distance metric learning. Zbl 1494.68234
Yoshida, Tomoki; Takeuchi, Ichiro; Karasuyama, Masayuki
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Scalable and flexible unsupervised feature selection. Zbl 1475.68273
Hu, Haojie; Wang, Rong; Yang, Xiaojun; Nie, Feiping
2
2019
A geometrical analysis of global stability in trained feedback networks. Zbl 1471.93098
Mastrogiuseppe, Francesca; Ostojic, Srdjan
2
2019
First passage time memory lifetimes for simple, multistate synapses: beyond the eigenvector requirement. Zbl 1471.92068
Elliott, Terry
2
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
Spike-based winner-take-all computation: fundamental limits and order-optimal circuits. Zbl 1429.92026
Su, Lili; Chang, Chia-Jung; Lynch, Nancy
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
Forgetting memories and their attractiveness. Zbl 1471.92028
Marinari, Enzo
1
2019
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65 Cao, Jinde
47 Sugiyama, Masashi
40 Amari, Shun-ichi
38 Zhou, Dingxuan
34 Huang, Lihong
31 Suykens, Johan A. K.
28 Bressloff, Paul C.
28 Le Thi, Hoai An
26 Aihara, Kazuyuki
25 Friston, Karl J.
25 Kanamori, Takafumi
25 Laing, Carlo R.
25 Lánský, Petr
25 Wang, Jun
24 Wu, Qiang
23 Elliott, Terry
22 Kilpatrick, Zachary P.
22 Longtin, André
21 Murata, Noboru
21 Okada, Masato
21 Pham Dinh Tao
20 Eguchi, Shinto
20 Lindner, Benjamin
20 Moehlis, Jeff
20 Pan, Linqiang
20 Paninski, Liam
19 Maass, Wolfgang
19 Sejnowski, Terrence J.
19 Shi, Lei
18 Príncipe, José Carlos
18 Song, Qiankun
17 Kass, Robert E.
17 Tong, Hongzhi
16 Chen, Tianping
16 Gnecco, Giorgio
16 Guo, Zheng-Chu
16 Hyvärinen, Aapo
16 Josić, Krešimir
16 Thomas, Peter J.
16 Zeng, Zhigang
15 Brown, Emery N.
15 Coifman, Ronald Raphaël
15 Gerstner, Wulfram
15 Hoshino, Osamu
15 Wang, Jun
14 Chung, Fu-Lai
14 Ditlevsen, Susanne
14 Giannakis, Dimitrios
14 Lin, Shaobo
14 Peng, Hong
14 Stanimirović, Predrag S.
14 Watanabe, Sumio
14 Wilson, Dan D.
14 Zhang, Jun
13 Burkitt, Anthony N.
13 Cai, Zuowei
13 Campbell, Sue Ann
13 Cichocki, Andrzej
13 Coombes, Stephen
13 Curto, Carina Pamela
13 Hino, Hideitsu
13 Kevrekidis, Ioannis George
13 Ly, Cheng
13 Pirozzi, Enrica
13 Porr, Bernd
13 Rotter, Stefan
13 Sanguineti, Marcello
13 Sarti, Alessandro
13 Sun, Hongwei
13 Wang, Shitong
12 Ay, Nihat
12 Bogacz, Rafal
12 Citti, Giovanna
12 Destexhe, Alain
12 Eden, Uri T.
12 Guo, Zhenyuan
12 Hammer, Barbara
12 Hu, Ting
12 Huang, Tingwen
12 Kim, Yongdai
12 Li, Luoqing
12 Parr, Thomas
12 Singer, Amit
12 Tiňo, Peter
12 Vehtari, Aki
12 Villmann, Thomas
12 Wu, Hau-Tieng
12 Wu, Si
11 Chen, Hong
11 Chen, Songcan
11 Crutchfield, James P.
11 Diesmann, Markus
11 Ermentrout, George Bard
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11 Priebe, Carey E.
11 Rakkiyappan, Rajan
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533 Neural Networks
280 Journal of Computational Neuroscience
256 Biological Cybernetics
200 Pattern Recognition
183 Machine Learning
171 Information Sciences
135 Journal of Machine Learning Research (JMLR)
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63 The Journal of Mathematical Neuroscience
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55 SIAM Journal on Applied Dynamical Systems
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43 The Annals of Statistics
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25 Advances in Data Analysis and Classification. ADAC
24 Signal Processing
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24 SIAM Journal on Imaging Sciences
22 Bulletin of Mathematical Biology
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22 Fuzzy Sets and Systems
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18 Proceedings of the National Academy of Sciences of the United States of America
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17 Philosophical Transactions of the Royal Society of London. Series A. Mathematical, Physical and Engineering Sciences
17 EURASIP Journal on Advances in Signal Processing
16 Applied Mathematical Modelling
16 Linear Algebra and its Applications
16 Information Geometry
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15 Mathematical Programming. Series A. Series B
15 Optimization Letters
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14 Complexity
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