#  Title  Journal  Year  Citations 


1  Multilayer feedforward networks are universal approximators  Neural Networks  1989  16,637 
2  Deep learning in neural networks: An overview  Neural Networks  2015  13,220 
3  Independent component analysis: algorithms and applications  Neural Networks  2000  6,970 
4  Stacked generalization  Neural Networks  1992  5,420 
5  Approximation capabilities of multilayer feedforward networks  Neural Networks  1991  4,296 
6  On the approximate realization of continuous mappings by neural networks  Neural Networks  1989  3,688 
7  Framewise phoneme classification with bidirectional LSTM and other neural network architectures  Neural Networks  2005  3,607 
8  A scaled conjugate gradient algorithm for fast supervised learning  Neural Networks  1993  3,404 
9  Probabilistic neural networks  Neural Networks  1990  3,329 
10  Multiple paired forward and inverse models for motor control  Neural Networks  1998  2,100 
11  Networks of spiking neurons: The third generation of neural network models  Neural Networks  1997  2,056 
12  Forward Models for Physiological Motor Control  Neural Networks  1996  1,981 
13  Introduction to the theory of neural computation  Neural Networks  1994  1,767 
14  Practical selection of SVM parameters and noise estimation for SVM regression  Neural Networks  2004  1,674 
15  Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks  Neural Networks  1990  1,662 
16  On the momentum term in gradient descent learning algorithms  Neural Networks  1999  1,550 
17  A systematic study of the class imbalance problem in convolutional neural networks  Neural Networks  2018  1,545 
18  Central pattern generators for locomotion control in animals and robots: A review  Neural Networks  2008  1,534 
19  Continual lifelong learning with neural networks: A review  Neural Networks  2019  1,530 
20  Fuzzy ART: Fast stable learning and categorization of analog patterns by an adaptive resonance system  Neural Networks  1991  1,520 
21  Trends in extreme learning machines: A review  Neural Networks  2015  1,506 
22  Multilayer feedforward networks with a nonpolynomial activation function can approximate any function  Neural Networks  1993  1,455 
23  Increased rates of convergence through learning rate adaptation  Neural Networks  1988  1,447 
24  Nonlinear neural networks: Principles, mechanisms, and architectures  Neural Networks  1988  1,407 
25  Optimal unsupervised learning in a singlelayer linear feedforward neural network  Neural Networks  1989  1,367 
26  MultiResUNet : Rethinking the UNet architecture for multimodal biomedical image segmentation  Neural Networks  2020  1,283 
27  Essentials of the selforganizing map  Neural Networks  2013  1,161 
28  Recent advances in physical reservoir computing: A review  Neural Networks  2019  1,124 
29  Modeling attention to salient protoobjects  Neural Networks  2006  1,109 
30  Growing cell structures—A selforganizing network for unsupervised and supervised learning  Neural Networks  1994  1,082 
31  Neural networks and principal component analysis: Learning from examples without local minima  Neural Networks  1989  970 
32  Man vs. computer: Benchmarking machine learning algorithms for traffic sign recognition  Neural Networks  2012  964 
33  Experimental demonstration of associative memory with memristive neural networks  Neural Networks  2010  944 
34  An introduction to neural computing  Neural Networks  1988  937 
35  Analysis of hidden units in a layered network trained to classify sonar targets  Neural Networks  1988  924 
36  ARTMAP: Supervised realtime learning and classification of nonstationary data by a selforganizing neural network  Neural Networks  1991  911 
37  Neocognitron: A hierarchical neural network capable of visual pattern recognition  Neural Networks  1988  862 
38  An experimental unification of reservoir computing methods  Neural Networks  2007  824 
39  Topology representing networks  Neural Networks  1994  815 
40  Multicolumn deep neural network for traffic sign classification  Neural Networks  2012  806 
41  Improving support vector machine classifiers by modifying kernel functions  Neural Networks  1999  795 
42  Principal components, minor components, and linear neural networks  Neural Networks  1992  774 
43  Sigmoidweighted linear units for neural network function approximation in reinforcement learning  Neural Networks  2018  759 
44  Approximation of dynamical systems by continuous time recurrent neural networks  Neural Networks  1993  757 
45  Opponent interactions between serotonin and dopamine  Neural Networks  2002  755 
46  What are the computations of the cerebellum, the basal ganglia and the cerebral cortex?  Neural Networks  1999  730 
47  Optimization and applications of echo state networks with leaky integrator neurons  Neural Networks  2007  719 
48  Deep learning in spiking neural networks  Neural Networks  2019  716 
49  Automatic early stopping using cross validation: quantifying the criteria  Neural Networks  1998  710 
50  A systems approach to appraisal mechanisms in emotion  Neural Networks  2005  703 