| # | Title | Journal | Year | Citations |
|---|
| 1 | Identification and control of dynamical systems using neural networks | IEEE Transactions on Neural Networks | 1990 | 6,837 |
| 2 | Training feedforward networks with the Marquardt algorithm | IEEE Transactions on Neural Networks | 1994 | 5,993 |
| 3 | Learning long-term dependencies with gradient descent is difficult | IEEE Transactions on Neural Networks | 1994 | 5,569 |
| 4 | Reinforcement Learning: An Introduction | IEEE Transactions on Neural Networks | 1998 | 5,466 |
| 5 | Fast and robust fixed-point algorithms for independent component analysis | IEEE Transactions on Neural Networks | 1999 | 5,183 |
| 6 | A comparison of methods for multiclass support vector machines | IEEE Transactions on Neural Networks | 2002 | 5,170 |
| 7 | Reinforcement Learning: An Introduction | IEEE Transactions on Neural Networks | 2005 | 4,586 |
| 8 | An overview of statistical learning theory | IEEE Transactions on Neural Networks | 1999 | 4,518 |
| 9 | Survey of Clustering Algorithms | IEEE Transactions on Neural Networks | 2005 | 4,416 |
| 10 | The Graph Neural Network Model | IEEE Transactions on Neural Networks | 2009 | 4,021 |
| 11 | A general regression neural network | IEEE Transactions on Neural Networks | 1991 | 3,587 |
| 12 | Simple model of spiking neurons | IEEE Transactions on Neural Networks | 2003 | 3,437 |
| 13 | Domain Adaptation via Transfer Component Analysis | IEEE Transactions on Neural Networks | 2011 | 3,145 |
| 14 | Orthogonal least squares learning algorithm for radial basis function networks | IEEE Transactions on Neural Networks | 1991 | 2,835 |
| 15 | An introduction to kernel-based learning algorithms | IEEE Transactions on Neural Networks | 2001 | 2,811 |
| 16 | Face recognition: a convolutional neural-network approach | IEEE Transactions on Neural Networks | 1997 | 2,444 |
| 17 | Fuzzy basis functions, universal approximation, and orthogonal least-squares learning | IEEE Transactions on Neural Networks | 1992 | 2,307 |
| 18 | Universal Approximation Using Incremental Constructive Feedforward Networks With Random Hidden Nodes | IEEE Transactions on Neural Networks | 2006 | 2,219 |
| 19 | Using mutual information for selecting features in supervised neural net learning | IEEE Transactions on Neural Networks | 1994 | 1,968 |
| 20 | Clustering of the self-organizing map | IEEE Transactions on Neural Networks | 2000 | 1,905 |
| 21 | Which Model to Use for Cortical Spiking Neurons? | IEEE Transactions on Neural Networks | 2004 | 1,870 |
| 22 | Wavelet networks | IEEE Transactions on Neural Networks | 1992 | 1,840 |
| 23 | A Fast and Accurate Online Sequential Learning Algorithm for Feedforward Networks | IEEE Transactions on Neural Networks | 2006 | 1,753 |
| 24 | Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps | IEEE Transactions on Neural Networks | 1992 | 1,641 |
| 25 | Gaussian networks for direct adaptive control | IEEE Transactions on Neural Networks | 1992 | 1,591 |
| 26 | Face recognition by independent component analysis | IEEE Transactions on Neural Networks | 2002 | 1,541 |
| 27 | Pruning algorithms-a survey | IEEE Transactions on Neural Networks | 1993 | 1,326 |
| 28 | Artificial neural networks for solving ordinary and partial differential equations | IEEE Transactions on Neural Networks | 1998 | 1,257 |
| 29 | Support vector machines for histogram-based image classification | IEEE Transactions on Neural Networks | 1999 | 1,189 |
| 30 | Convergence analysis of canonical genetic algorithms | IEEE Transactions on Neural Networks | 1994 | 1,179 |
| 31 | 'Neural-gas' network for vector quantization and its application to time-series prediction | IEEE Transactions on Neural Networks | 1993 | 1,153 |
| 32 | Fuzzy support vector machines | IEEE Transactions on Neural Networks | 2002 | 1,149 |
| 33 | An introduction to simulated evolutionary optimization | IEEE Transactions on Neural Networks | 1994 | 1,121 |
| 34 | Neural Network-Based Adaptive Dynamic Surface Control for a Class of Uncertain Nonlinear Systems in Strict-Feedback Form | IEEE Transactions on Neural Networks | 2005 | 1,092 |
| 35 | Adaptive critic designs | IEEE Transactions on Neural Networks | 1997 | 1,049 |
| 36 | Support vector machines for spam categorization | IEEE Transactions on Neural Networks | 1999 | 1,021 |
| 37 | Recurrent neural networks and robust time series prediction | IEEE Transactions on Neural Networks | 1994 | 988 |
| 38 | Input space versus feature space in kernel-based methods | IEEE Transactions on Neural Networks | 1999 | 953 |
| 39 | Multilayer neural-net robot controller with guaranteed tracking performance | IEEE Transactions on Neural Networks | 1996 | 948 |
| 40 | Normalized Mutual Information Feature Selection | IEEE Transactions on Neural Networks | 2009 | 931 |
| 41 | Multilayer perceptron, fuzzy sets, and classification | IEEE Transactions on Neural Networks | 1992 | 898 |
| 42 | Adaptive Neural Control for Output Feedback Nonlinear Systems Using a Barrier Lyapunov Function | IEEE Transactions on Neural Networks | 2010 | 857 |
| 43 | An evolutionary algorithm that constructs recurrent neural networks | IEEE Transactions on Neural Networks | 1994 | 807 |
| 44 | Support vector machine with adaptive parameters in financial time series forecasting | IEEE Transactions on Neural Networks | 2003 | 783 |
| 45 | Learning and tuning fuzzy logic controllers through reinforcements | IEEE Transactions on Neural Networks | 1992 | 781 |
| 46 | Adaptive Neural Control of Uncertain MIMO Nonlinear Systems | IEEE Transactions on Neural Networks | 2004 | 781 |
| 47 | A VLSI Array of Low-Power Spiking Neurons and Bistable Synapses With Spike-Timing Dependent Plasticity | IEEE Transactions on Neural Networks | 2006 | 779 |
| 48 | Self-learning fuzzy controllers based on temporal backpropagation | IEEE Transactions on Neural Networks | 1992 | 778 |
| 49 | On fuzzy modeling using fuzzy neural networks with the back-propagation algorithm | IEEE Transactions on Neural Networks | 1992 | 774 |
| 50 | Input feature selection for classification problems | IEEE Transactions on Neural Networks | 2002 | 760 |
