Journal: Neural Computation

Volume 32, Issue 9

1615 -- 1634Richard Gast, Helmut Schmidt, Thomas R. Knösche. A Mean-Field Description of Bursting Dynamics in Spiking Neural Networks with Short-Term Adaptation
1635 -- 1663Ruohan Zhang, Dana H. Ballard. Parallel Neural Multiprocessing with Gamma Frequency Latencies
1664 -- 1684Xin Hu, Jun Liu 0002, Jie Ma, Yudai Pan, Lingling Zhang. Fine-Grained 3D-Attention Prototypes for Few-Shot Learning
1685 -- 1696Masaki Kobayashi. Hyperbolic-Valued Hopfield Neural Networks in Synchronous Mode
1697 -- 1732Ishan Wickramasingha, Ahmed Elrewainy, Michael Sobhy, Sherif S. Sherif. Tensor Least Angle Regression for Sparse Representations of Multidimensional Signals
1733 -- 1773Yuko Kuroki, Liyuan Xu, Atsushi Miyauchi 0001, Junya Honda, Masashi Sugiyama. Polynomial-Time Algorithms for Multiple-Arm Identification with Full-Bandit Feedback

Volume 32, Issue 8

1431 -- 1447Shun-ichi Amari. Any Target Function Exists in a Neighborhood of Any Sufficiently Wide Random Network: A Geometrical Perspective
1448 -- 1498Alexandre René, André Longtin, Jakob H. Macke. Inference of a Mesoscopic Population Model from Population Spike Trains
1499 -- 1530Yuangang Pan, Ivor W. Tsang, Avinash K. Singh, Chin-Teng Lin, Masashi Sugiyama. Stochastic Multichannel Ranking with Brain Dynamics Preferences
1531 -- 1562Xinqi Li, Jun Wang 0002, Sam Kwong. A Discrete-Time Neurodynamic Approach to Sparsity-Constrained Nonnegative Matrix Factorization
1563 -- 1579Illia Horenko. On a Scalable Entropic Breaching of the Overfitting Barrier for Small Data Problems in Machine Learning
1580 -- 1613Daiki Suehiro, Kohei Hatano, Eiji Takimoto, Shuji Yamamoto, Kenichi Bannai, Akiko Takeda. Theory and Algorithms for Shapelet-Based Multiple-Instance Learning

Volume 32, Issue 7

1239 -- 1276Pratik S. Sachdeva, Jesse A. Livezey, Michael Robert DeWeese. Heterogeneous Synaptic Weighting Improves Neural Coding in the Presence of Common Noise
1277 -- 1321Benjamin Straub, Gaby Schneider. A Model for the Study of the Increase in Stimulus and Change Point Detection with Small and Variable Spiking Delays
1322 -- 1354Pascal Helson. A Mathematical Analysis of Memory Lifetime in a Simple Network Model of Memory
1355 -- 1378Kaixuan Zhang, Qinglong Wang, Xue Liu 0001, C. Lee Giles. Shapley Homology: Topological Analysis of Sample Influence for Neural Networks
1379 -- 1407Yue Liu, Marc W. Howard. Generation of Scale-Invariant Sequential Activity in Linear Recurrent Networks
1408 -- 1429Jakub Fil, Dominique F. Chu. Minimal Spiking Neuron for Solving Multilabel Classification Tasks

Volume 32, Issue 6

1033 -- 1068Weishun Zhong, Zhiyue Lu, David J. Schwab, Arvind Murugan. Nonequilibrium Statistical Mechanics of Continuous Attractors
1069 -- 1143Terry Elliott. First Passage Time Memory Lifetimes for Multistate, Filter-Based Synapses
1144 -- 1167Mengyu Tu, Ruohe Zhao, Avital Adler, Wen-Biao Gan, Zhe S. Chen. Efficient Position Decoding Methods Based on Fluorescence Calcium Imaging in the Mouse Hippocampus
1168 -- 1221Masaaki Takada, Taiji Suzuki, Hironori Fujisawa. Independently Interpretable Lasso for Generalized Linear Models
1222 -- 1237Steven J. Frank, Andrea M. Frank. Salient Slices: Improved Neural Network Training and Performance with Image Entropy

Volume 32, Issue 5

829 -- 864Jing Gao, Peng Li 0027, Zhikui Chen, Jianing Zhang. A Survey on Deep Learning for Multimodal Data Fusion
865 -- 886Shreya Saxena, Sridevi V. Sarma, Munther A. Dahleh. Performance Limitations in Sensorimotor Control: Trade-Offs Between Neural Computation and Accuracy in Tracking Fast Movements
887 -- 911Manuel Ciba, Robert Bestel, Christoph Nick, Guilherme Ferraz de Arruda, Thomas K. D. M. Peron, Cesar Henrique Comin, Luciano da Fontoura Costa, Francisco Aparecido Rodrigues, Christiane Thielemann. Comparison of Different Spike Train Synchrony Measures Regarding Their Robustness to Erroneous Data From Bicuculline-Induced Epileptiform Activity
912 -- 968Asieh Abolpour Mofrad, Anis Yazidi, Hugo Lewi Hammer, Erik Arntzen. Equivalence Projective Simulation as a Framework for Modeling Formation of Stimulus Equivalence Classes
969 -- 1017Michael C. Burkhart, David M. Brandman, Brian Franco, Leigh R. Hochberg, Matthew T. Harrison. The Discriminative Kalman Filter for Bayesian Filtering with Nonlinear and Nongaussian Observation Models
1018 -- 1032Noah Frazier-Logue, Stephen José Hanson. The Stochastic Delta Rule: Faster and More Accurate Deep Learning Through Adaptive Weight Noise

Volume 32, Issue 4

683 -- 710Daiji Tsutsui. Center Manifold Analysis of Plateau Phenomena Caused by Degeneration of Three-Layer Perceptron
711 -- 740Henrikas Vaitkevicius, Algimantas Svegzda, Rytis Stanikunas, Remigijus Bliumas, Alvydas Soliunas, Janus J. Kulikowski. Neural Model of Coding Stimulus Orientation and Adaptation
741 -- 758Xugang Xi, Wenjun Jiang, Seyed M. Miran, Xian Hua, Yun-Bo Zhao, Chen Yang, Zhizeng Luo. Feature Extraction of Surface Electromyography Based on Improved Small-World Leaky Echo State Network
759 -- 793Hoai An Le Thi, Vinh Thanh Ho. Online Learning Based on Online DCA and Application to Online Classification
794 -- 828Yuval Harel, Ron Meir. Optimal Multivariate Tuning with Neuron-Level and Population-Level Energy Constraints

Volume 32, Issue 3

515 -- 561Elizabeth B. Torres, Richa Rai, Sejal Mistry, Brenda Gupta. Hidden Aspects of the Research ADOS Are Bound to Affect Autism Science
562 -- 595Tao Bian, Daniel M. Wolpert, Zhong-Ping Jiang. Model-Free Robust Optimal Feedback Mechanisms of Biological Motor Control
596 -- 625Thomas Hueber, Eric Tatulli, Laurent Girin, Jean-Luc Schwartz. Evaluating the Potential Gain of Auditory and Audiovisual Speech-Predictive Coding Using Deep Learning
626 -- 658Saeed Farjami, Ryan P. D. Alexander, Derek Bowie, Anmar Khadra. Switching in Cerebellar Stellate Cell Excitability in Response to a Pair of Inhibitory/Excitatory Presynaptic Inputs: A Dynamical System Perspective
659 -- 681Zhenghang Cui, Nontawat Charoenphakdee, Issei Sato, Masashi Sugiyama. Classification from Triplet Comparison Data

Volume 32, Issue 2

281 -- 329Sidney R. Lehky, Anh Huy Phan, Andrzej Cichocki, Keiji Tanaka. Face Representations via Tensorfaces of Various Complexities
330 -- 394Nicolai Waniek. Transition Scale-Spaces: A Computational Theory for the Discretized Entorhinal Cortex
395 -- 423E. Gudowska-Nowak, Maciej A. Nowak, Dante R. Chialvo, Jeremi K. Ochab, Wojciech Tarnowski. From Synaptic Interactions to Collective Dynamics in Random Neuronal Networks Models: Critical Role of Eigenvectors and Transient Behavior
424 -- 446Jure Demsar, Rob Forsyth. Synaptic Scaling Improves the Stability of Neural Mass Models Capable of Simulating Brain Plasticity
447 -- 484Kishan Wimalawarne, Makoto Yamada, Hiroshi Mamitsuka. Scaled Coupled Norms and Coupled Higher-Order Tensor Completion
485 -- 514Xiaofeng Xu, Ivor W. Tsang, Chuancai Liu. Improving Generalization via Attribute Selection on Out-of-the-Box Data

Volume 32, Issue 12

2311 -- 2331Edward Paxon Frady, Spencer J. Kent, Bruno A. Olshausen, Friedrich T. Sommer. Resonator Networks, 1: An Efficient Solution for Factoring High-Dimensional, Distributed Representations of Data Structures
2332 -- 2388Spencer J. Kent, Edward Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen. Resonator Networks, 2: Factorization Performance and Capacity Compared to Optimization-Based Methods
2389 -- 2421Tiger W. Lin, Yusi Chen, Qasim Bukhari, Giri P. Krishnan, Maxim Bazhenov, Terrence J. Sejnowski. Differential Covariance: A New Method to Estimate Functional Connectivity in fMRI
2422 -- 2454Amir Hossein Ghaderi, Bianca R. Baltaretu, Masood Nemati Andevari, Vishal Bharmauria, Fuat Balci. Synchrony and Complexity in State-Related EEG Networks: An Application of Spectral Graph Theory
2455 -- 2485Woori Kim, Yongseok Yoo. Toward a Unified Framework for Cognitive Maps
2486 -- 2531Yu Inatsu, Masayuki Karasuyama, Keiichi Inoue, Ichiro Takeuchi. Active Learning for Level Set Estimation Under Input Uncertainty and Its Extensions
2532 -- 2556Guotian Xie. Redundancy-Aware Pruning of Convolutional Neural Networks
2557 -- 2600Ruizhi Chen, Ling Li. Analyzing and Accelerating the Bottlenecks of Training Deep SNNs With Backpropagation

Volume 32, Issue 11

2069 -- 2084Terence D. Sanger, Mitsuo Kawato. A Cerebellar Computational Mechanism for Delay Conditioning at Precise Time Intervals
2085 -- 2121Takuya Isomura, Karl J. Friston. Reverse-Engineering Neural Networks to Characterize Their Cost Functions
2122 -- 2144Sama Daryanavard, Bernd Porr. Closed-Loop Deep Learning: Generating Forward Models With Backpropagation
2145 -- 2186Ali Yousefi, Yalda Amidi, Behzad Nazari, Uri T. Eden. Assessing Goodness-of-Fit in Marked Point Process Models of Neural Population Coding via Time and Rate Rescaling
2187 -- 2211Yu Terada, Tomoyuki Obuchi, Takuya Isomura, Yoshiyuki Kabashima. Inferring Neuronal Couplings From Spiking Data Using a Systematic Procedure With a Statistical Criterion
2212 -- 2236Yoji Uno, Takehiro Suzuki, Takahiro Kagawa. Repetitive Control for Multi-Joint Arm Movements Based on Virtual Trajectories
2237 -- 2248Masaki Kobayashi. Bicomplex Projection Rule for Complex-Valued Hopfield Neural Networks
2249 -- 2278Changcun Huang. ReLU Networks Are Universal Approximators via Piecewise Linear or Constant Functions
2279 -- 2309Victor Boutin, Angelo Franciosini, Franck Ruffier, Laurent Perrinet. Effect of Top-Down Connections in Hierarchical Sparse Coding

Volume 32, Issue 10

1775 -- 1835Shusen Pu, Peter J. Thomas 0001. Fast and Accurate Langevin Simulations of Stochastic Hodgkin-Huxley Dynamics
1836 -- 1862Wei Sun, Jeff Orchard. A Predictive-Coding Network That Is Both Discriminative and Generative
1863 -- 1900Cunle Qian, Xuyun Sun, Yueming Wang, Xiaoxiang Zheng, Yiwen Wang 0002, Gang Pan 0001. Binless Kernel Machine: Modeling Spike Train Transformation for Cognitive Neural Prostheses
1901 -- 1935Keishi Sando, Hideitsu Hino. Modal Principal Component Analysis
1936 -- 1979Yaxin Shi, Yuangang Pan, Donna Xu, Ivor W. Tsang. Multiview Alignment and Generation in CCA via Consistent Latent Encoding
1980 -- 1997Hongzhi Tong, Jiajing Gao. Analysis of Regression Algorithms with Unbounded Sampling
1998 -- 2031Yu Inatsu, Masayuki Karasuyama, Keiichi Inoue, Hideki Kandori, Ichiro Takeuchi. Active Learning of Bayesian Linear Models with High-Dimensional Binary Features by Parameter Confidence-Region Estimation
2032 -- 2068Yu Inatsu, Daisuke Sugita, Kazuaki Toyoura, Ichiro Takeuchi. Active Learning for Enumerating Local Minima Based on Gaussian Process Derivatives

Volume 32, Issue 1

1 -- 35Shagun Sodhani, Sarath Chandar, Yoshua Bengio. Toward Training Recurrent Neural Networks for Lifelong Learning
36 -- 96Nicholas M. Boffi, Jean-Jacques E. Slotine. A Continuous-Time Analysis of Distributed Stochastic Gradient
97 -- 135Shiyu Duan, Shujian Yu, Yunmei Chen, José C. Príncipe. On Kernel Method-Based Connectionist Models and Supervised Deep Learning Without Backpropagation
136 -- 152Luis Sa-Couto, Andreas Wichert. Storing Object-Dependent Sparse Codes in a Willshaw Associative Network
153 -- 181Anthony Strock, Xavier Hinaut, Nicolas P. Rougier. A Robust Model of Gated Working Memory
182 -- 204Xiping Ju, Biao Fang, Rui Yan 0005, Xiaoliang Xu, Huajin Tang. An FPGA Implementation of Deep Spiking Neural Networks for Low-Power and Fast Classification
205 -- 260Andreas Knoblauch, Günther Palm. Iterative Retrieval and Block Coding in Autoassociative and Heteroassociative Memory
261 -- 279Adrian E. G. Huber, Jithendar Anumula, Shih-Chii Liu. Optimal Sampling of Parametric Families: Implications for Machine Learning