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Mutual Information Based Initialization of Forward-Backward Search for Feature Selection in Regression Problems |
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1 | (9) |
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Kernel Learning for Local Learning Based Clustering |
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10 | (10) |
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Projective Nonnegative Matrix Factorization with α-Divergence |
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20 | (10) |
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Active Generation of Training Examples in Meta-Regression |
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30 | (10) |
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A Maximum-Likelihood Connectionist Model for Unsupervised Learning over Graphical Domains |
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40 | (10) |
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Local Feature Selection for the Relevance Vector Machine Using Adaptive Kernel Learning |
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50 | (10) |
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MINLIP: Efficient Learning of Transformation Models |
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60 | (10) |
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Efficient Uncertainty Propagation for Reinforcement Learning with Limited Data |
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70 | (10) |
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Optimal Training Sequences for Locally Recurrent Neural Networks |
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80 | (10) |
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Statistical Instance-Based Ensemble Pruning for Multi-class Problems |
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90 | (10) |
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Robustness of Kernel Based Regression: A Comparison of Iterative Weighting Schemes |
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100 | (11) |
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Mixing Different Search Biases in Evolutionary Learning Algorithms |
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111 | (10) |
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Semi-supervised Learning for Regression with Co-training by Committee |
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121 | (10) |
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Mohamed Farouk Abdel Hady |
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An Analysis of Meta-learning Techniques for Ranking Clustering Algorithms Applied to Artificial Data |
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131 | (10) |
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Francisco A.T. De Carvalho |
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Probability-Based Distance Function for Distance-Based Classifiers |
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141 | (10) |
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Constrained Learning Vector Quantization or Relaxed k-Separability |
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151 | (10) |
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Minimization of Quadratic Binary Functional with Additive Connection Matrix |
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161 | (10) |
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Mutual Learning with Many Linear Perceptrons: On-Line Learning Theory |
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171 | (10) |
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Computational Neuroscience |
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Synchrony State Generation in Artificial Neural Networks with Stochastic Synapses |
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181 | (10) |
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Coexistence of Cell Assemblies and STDP |
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191 | (7) |
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Controlled and Automatic Processing in Animals and Machines with Application to Autonomous Vehicle Control |
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198 | (10) |
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Multiple Sound Source Localisation in Reverberant Environments Inspired by the Auditory Midbrain |
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208 | (10) |
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A Model of Neuronal Specialization Using Hebbian Policy-Gradient with ``Slow'' Noise |
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218 | (11) |
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How Bursts Shape the STDP Curve in the Presence/Absence of GABAergic Inhibition |
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229 | (10) |
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Optimizing Generic Neural Microcircuits through Reward Modulated STDP |
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239 | (10) |
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Calcium Responses Model in Striatum Dependent on Timed Input Sources |
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249 | (10) |
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Independent Component Analysis Aided Diagnosis of Cuban Spino Cerebellar Ataxia 2 |
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259 | (8) |
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Hippocampus, Amygdala and Basal Ganglia Based Navigation Control |
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267 | (10) |
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A Framework for Simulation and Analysis of Dynamically Organized Distributed Neural Networks |
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277 | (10) |
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Continuous Attractors of Lotka-Volterra Recurrent Neural Networks |
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287 | (9) |
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Learning Complex Population-Coded Sequences |
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296 | (10) |
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Structural Analysis on STDP Neural Networks Using Complex Network Theory |
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306 | (9) |
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Time Coding of Input Strength Is Intrinsic to Synapses with Short Term Plasticity |
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315 | (10) |
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Information Processing and Timing Mechanisms in Vision |
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325 | (10) |
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Review of Neuron Types in the Retina: Information Models for Neuroengineering |
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335 | (10) |
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German D. Valderrama-Gonzalez |
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Brain Electric Microstate and Perception of Simultaneously Audioral Presentation |
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345 | (11) |
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A Model for Neuronal Signal Representation by Stimulus-Dependent Receptive Fields |
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356 | (7) |
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Hardware Implementations and Embedded Systems |
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Area Chip Consumption by a Novel Digital CNN Architecture for Pattern Recognition |
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363 | (10) |
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Multifold Acceleration of Neural Network Computations Using GPU |
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373 | (8) |
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Training Recurrent Neural Network Using Multistream Extended Kalman Filter on Multicore Processor and Cuda Enabled Graphic Processor Unit |
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381 | (10) |
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A Non-subtraction Configuration of Self-similitude Architecture for Multiple-Resolution Edge-Filtering CMOS Image Sensor |
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391 | (10) |
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Current-Mode Computation with Noise in a Scalable and Programmable Probabilistic Neural VLSI System |
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401 | (9) |
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Minimising Contrastive Divergence with Dynamic Current Mirrors |
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410 | (11) |
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Spiking Neural Network-Self-configuration for Temporal Pattern Recognition Analysis |
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421 | (8) |
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Image Recognition in Analog VLSI with On-Chip Learning |
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429 | (10) |
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Behavior Modeling by Neural Networks |
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439 | (10) |
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Statistical Parameter Identification of Analog Integrated Circuit Reverse Models |
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449 | (10) |
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A New FGMOST Euclidean Distance Computational Circuit Based on Algebraic Mean of the Input Potentials |
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459 | (8) |
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FPGA Implementation of Support Vector Machines for 3D Object Identification |
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467 | (8) |
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Reconfigurable MAC-Based Architecture for Parallel Hardware Implementation on FPGAs of Artificial Neural Networks Using Fractional Fixed Point Representation |
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475 | (10) |
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A Two Stage Clustering Method Combining Self-Organizing Maps and Ant K-Means |
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485 | (10) |
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Image Theft Detection with Self-Organising Maps |
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495 | (10) |
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Improved Kohonen Feature Map Associative Memory with Area Representation for Sequential Analog Patterns |
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505 | (10) |
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Surface Reconstruction Method Based on a Growing Self-Organizing Map |
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515 | (10) |
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Micro-SOM: A Linear-Time Multivariate Microaggregation Algorithm Based on Self-Organizing Maps |
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525 | (11) |
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Identifying Clusters Using Growing Neural Gas: First Results |
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536 | (10) |
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Hierarchical Architecture with Modular Network SOM and Modular Reinforcement Learning |
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546 | (11) |
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Hybrid Systems for River Flood Forecasting Using MLP, SOM and Fuzzy Systems |
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557 | (10) |
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Topographic Mapping of Astronominal Light Curves via a Physically Inspired Probabilistic Model |
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567 | (10) |
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Generalized Self-Organizing Mixture Autoregressive Model for Modeling Financial Time Series |
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577 | (10) |
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Self-Organizing Map Simulations Confirm Similarity of Spatial Correlation Structure in Natural Images and Cortical Representations |
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587 | (11) |
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Intelligent Control and Adaptive Systems |
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Height Defuzzification Method on L∞ Space |
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598 | (10) |
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An Additive Reinforcement Learning |
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608 | (10) |
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Neural Spike Suppression by Adaptive Control of an Unknown Steady State |
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618 | (10) |
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Combined Mechanisms of Internal Model Control and Impedance Control under Force Fields |
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628 | (10) |
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Neural Network Control of Unknown Nonlinear Systems with Efficient Transient Performance |
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638 | (10) |
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High-Order Fuzzy Switching Neural Networks: Application to the Tracking Control of a Class of Uncertain SISO Nonlinear Systems |
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648 | (10) |
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Neural and Hybrid Architectures |
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A Guide for the Upper Bound on the Number of Continuous-Valued Hidden Nodes of a Feed-Forward Network |
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658 | (10) |
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Comparative Study of the CG and HBF ODEs Used in the Global Minimization of Nonconvex Functions |
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668 | (10) |
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On the Knowledge Organization in Concept Formation: Anploratory Cognitive Modeling Study |
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678 | (10) |
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Dynamics of Incremental Learning by VSF-Network |
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688 | (10) |
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Kernel CMAC with Reduced Memory Complexity |
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698 | (10) |
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Model Complexity of Neural Networks and Integral Transforms |
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708 | (10) |
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Function Decomposition Network |
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718 | (10) |
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Improved Storage Capacity in Correlation Matrix Memories Storing Fixed Weight Codes |
|
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728 | (9) |
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Multiagent Reinforcement Learning with Spiking and Non-Spiking Agents in the Iterated Prisoner's Dilemma |
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737 | (10) |
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Unsupervised Learning in Reservoir Computing: Modeling Hippocampal Place Cells for Small Mobile Robots |
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747 | (10) |
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Switching Hidden Markov Models for Learning of Motion Patterns in Videos |
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757 | (10) |
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Multimodal Belief Integration by HMM/SVM-Embedded Bayesian Network: Applications to Ambulating PC Operation by Body Motions and Brain Signals |
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767 | (12) |
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A Neural Network Model of Metaphor Generation with Dynamic Interaction |
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779 | (10) |
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Almost Random Projection Machine |
|
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789 | (10) |
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Optimized Learning Vector Quantization Classifier with an Adaptive Euclidean Distance |
|
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799 | (8) |
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Efficient Parametric Adjustment of Fuzzy Inference System Using Error Backpropagation Method |
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807 | (10) |
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Neuro-fuzzy Rough Classifier Ensemble |
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817 | (7) |
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Combining Feature Selection and Local Modelling in the KDD Cup 99 Dataset |
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824 | (10) |
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An Automatic Parameter Adjustment Method of Pulse Coupled Neural Network for Image Segmentation |
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834 | (10) |
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Pattern Identification by Committee of Potts Perceptrons |
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844 | (10) |
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Is Primal Better Than Dual |
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854 | (10) |
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A Fast BMU Search for Support Vector Machine |
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864 | (10) |
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European Option Pricing by Using the Support Vector Regression Approach |
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874 | (10) |
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Learning SVMs from Sloppily Labeled Data |
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884 | (10) |
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The GMM-SVM Supervector Approach for the Recognition of the Emotional Status from Speech |
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894 | (10) |
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A Simple Proof of the Convergence of the SMO Algorithm for Linearly Separable Problems |
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904 | (9) |
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Spanning SVM Tree for Personalized Transductive Learning |
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913 | (10) |
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Improving Text Classification Performance with Incremental Background Knowledge |
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923 | (9) |
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Empirical Study of the Universum SVM Learning for High-Dimensional Data |
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932 | (10) |
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Relevance Feedback for Content-Based Image Retrieval Using Support Vector Machines and Feature Selection |
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942 | (10) |
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Understanding the Principles of Recursive Neural Networks: A Generative Approach to Tackle Model Complexity |
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952 | (12) |
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An EM Based Training Algorithm for Recurrent Neural Networks |
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964 | (11) |
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Modeling Dst with Recurrent EM Neural Networks |
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975 | (10) |
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Derrick Takeshi Mirikitani |
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On the Quantification of Dynamics in Reservoir Computing |
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985 | (10) |
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Solving the CLM Problem by Discrete-Time Linear Threshold Recurrent Neural Networks |
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995 | (10) |
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Scalable Neural Networks for Board Games |
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1005 | (10) |
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Reservoir Size, Spectral Radius and Connectivity in Static Classification Problems |
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1015 | (10) |
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| Author Index |
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1025 | |
|
Neuroinformatics and Bioinformatics |
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Epileptic Seizure Prediction and the Dimensionality Reduction Problem |
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1 | (9) |
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Discovering Diagnostic Gene Targets and Early Diagnosis of Acute GVHD Using Methods of Computational Intelligence over Gene Expression Data |
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10 | (10) |
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Mining Rules for the Automatic Selection Process of Clustering Methods Applied to Cancer Gene Expression Data |
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20 | (10) |
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A Computational Retina Model and Its Self-adjustment Property |
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30 | (10) |
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Mental Simulation, Attention and Creativity |
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40 | (14) |
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BSDT Atom of Consciousness Model, AOCM: The Unity and Modularity of Consciousness |
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54 | (11) |
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Generalized Simulated Annealing and Memory Functioning in Psychopathology |
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65 | (10) |
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Luis Alfredo V. de Carvalho |
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Algorithms for Structural and Dynamical Polychronous Groups Detection |
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75 | (10) |
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Logics and Networks for Human Reasoning |
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85 | (10) |
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Data Analysis and Pattern Recognition |
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Simbed: Similarity-Based Embedding |
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95 | (10) |
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PCA-Based Representations of Graphs for Prediction in QSAR Studies |
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105 | (10) |
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Feature Extraction Using Linear and Non-linear Subspace Techniques |
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115 | (10) |
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Classification Based on Combination of Kernel Density Estimators |
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125 | (10) |
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Joint Approximate Diagonalization Utilizing AIC-Based Decision in the Jacobi Method |
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135 | (10) |
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Newtonian Spectral Clustering |
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145 | (10) |
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Bidirectional Clustering of MLP Weights for Finding Nominally Conditioned Polynomials |
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155 | (10) |
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Recognition of Properties by Probabilistic Neural Networks |
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165 | (10) |
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On the Use of the Adjusted Rand Index as a Metric for Evaluating Supervised Classification |
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175 | (10) |
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Profiling of Mass Spectrometry Data for Ovarian Cancer Detection Using Negative Correlation Learning |
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185 | (10) |
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Kernel Alignment k-NN for Human Cancer Classification Using the Gene Expression Profiles |
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195 | (10) |
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Convex Mixture Models for Multi-view Clustering |
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205 | (10) |
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Strengthening the Forward Variable Selection Stopping Criterion |
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215 | (10) |
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Features and Metric from a Classifier Improve Visualizations with Dimension Reduction |
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225 | (10) |
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Fuzzy Cluster Validation Using the Partition Negentropy Criterion |
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235 | (10) |
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Bayesian Estimation of Kernel Bandwidth for Nonparametric Modelling |
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245 | (10) |
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Using Kernel Basis with Relevance Vector Machine for Feature Selection |
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255 | (10) |
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Acquiring and Classifying Signals from Nanopores and Ion-Channels |
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265 | (10) |
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Hand-Drawn Shape Recognition Using the SVM'ed Kernel |
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275 | (10) |
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Selective Attention Improves Learning |
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285 | (10) |
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Signal and Time Series Processing |
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Multi-stage Algorithm Based on Neural Network Committee for Prediction and Search for Precursors in Multi-dimensional Time Series |
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295 | (10) |
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Adaptive Ensemble Models of Extreme Learning Machines for Time Series Prediction |
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305 | (10) |
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Identifying Customer Profiles in Power Load Time Series Using Spectral Clustering |
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315 | (10) |
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Transformation from Complex Networks to Time Series Using Classical Multidimensional Scaling |
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325 | (10) |
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Predicting the Occupancy of the HF Amateur Service with Neural Network Ensembles |
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335 | (10) |
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An Associated-Memory-Based Stock Price Predictor |
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345 | (13) |
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A Case Study of ICA with Multi-scale PCA of Simulated Traffic Data |
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358 | (10) |
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Decomposition Methods for Detailed Analysis of Content in ERP Recordings |
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368 | (10) |
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Outlier Analysis in BP/RP Spectral Bands |
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378 | (9) |
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ANNs and Other Machine Learning Techniques in Modelling Models' Uncertainty |
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387 | (10) |
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Comparison of Adaptive Algorithms for Significant Feature Selection in Neural Network Based Solution of the Inverse Problem of Electrical Prospecting |
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397 | (9) |
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Efficient Optimization of the Parameters of LS-SVM for Regression versus Cross-Validation Error |
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406 | (10) |
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Noiseless Independent Factor Analysis with Mixing Constraints in a Semi-supervised Framework. Application to Railway Device Fault Diagnosis |
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416 | (10) |
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Speech Hashing Algorithm Based on Short-Time Stability |
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426 | (9) |
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A New Method for Complexity Reduction of Neuro-fuzzy Systems with Application to Differential Stroke Diagnosis |
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435 | (10) |
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LS Footwear Database - Evaluating Automated Footwear Pattern Analysis |
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445 | (10) |
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Advanced Integration of Neural Networks for Characterizing Voids in Welded Strips |
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455 | (10) |
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Connectionist Models for Formal Knowledge Adaptation |
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465 | (10) |
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Modeling Human Operator Controlling Process in Different Environments |
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475 | (10) |
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Discriminating between V and N Beats from ECGs Introducing an Integrated Reduced Representation along with a Neural Network Classifier |
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485 | (10) |
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Mental Tasks Classification for a Noninvasive BCI Application |
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495 | (10) |
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Alexandre Ormiga G. Barbosa |
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Marley Maria B.R. Vellasco |
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Municipal Creditworthiness Modelling by Radial Basis Function Neural Networks and Sensitive Analysis of Their Input Parameters |
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505 | (10) |
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A Comparison of Three Methods with Implicit Features for Automatic Identification of P300s in a BCI |
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515 | (10) |
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Neural Dynamics and Complex Systems |
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Computing with Probabilistic Cellular Automata |
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525 | (9) |
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Delay-Induced Hopf Bifurcation and Periodic Solution in a BAM Network with Two Delays |
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534 | (10) |
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Response Properties to Inputs of Memory Pattern Fragments in Three Types of Chaotic Neural Network Models |
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544 | (8) |
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Partial Differential Equations Numerical Modeling Using Dynamic Neural Networks |
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552 | (11) |
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The Lin-Kernighan Algorithm Driven by Chaotic Neurodynamics for Large Scale Traveling Salesman Problems |
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563 | (10) |
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Quadratic Assignment Problems for Chaotic Neural Networks with Dynamical Noise |
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573 | (10) |
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Global Exponential Stability of Recurrent Neural Networks with Time-Dependent Switching Dynamics |
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583 | (10) |
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Approximation Capability of Continuous Time Recurrent Neural Networks for Non-autonomous Dynamical Systems |
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593 | (10) |
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Spectra of the Spike Flow Graphs of Recurrent Neural Networks |
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603 | (10) |
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Activation Dynamics in Excitable Maps: Limits to Communication Can Facilitate the Spread of Activity |
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613 | (10) |
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Vision and Image Processing |
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Learning Features by Contrasting Natural Images with Noise |
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623 | (10) |
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Feature Selection for Neural-Network Based No-Reference Video Quality Assessment |
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633 | (10) |
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Learning from Examples to Generalize over Pose and Illumination |
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643 | (10) |
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Semi-supervised Learning with Constraints for Multi-view Object Recognition |
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653 | (10) |
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Large-Scale Real-Time Object Identification Based on Analytic Features |
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663 | (10) |
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Estimation Method of Motion Fields from Images by Model Inclusive Learning of Neural Networks |
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673 | (11) |
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Hybrid Neural Systems for Reduced-Reference Image Quality Assessment |
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684 | (10) |
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Representing Images with X2 Distance Based Histograms of SIFT Descriptors |
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694 | (10) |
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Modelling Image Complexity by Independent Component Analysis, with Application to Content-Based Image Retrieval |
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704 | (11) |
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Adaptable Neural Networks for Objects' Tracking Re-initialization |
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715 | (10) |
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Lattice Independent Component Analysis for fMRI Analysis |
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725 | (10) |
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Adaptive Feature Transformation for Image Data from Non-stationary Processes |
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735 | (10) |
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Bio-inspired Connectionist Architecture for Visual Detection and Refinement of Shapes |
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|
745 | (10) |
|
Pedro L. Sanchez Orellana |
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Claudio Castellanos Sanchez |
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Neuro-Evolution and Hybrid Techniques for Mobile Agents Control |
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|
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Evolving Memory Cell Structures for Sequence Learning |
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755 | (10) |
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Measuring and Optimizing Behavioral Complexity for Evolutionary Reinforcement Learning |
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765 | (10) |
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Combining Multiple Inputs in HyperNEAT Mobile Agent Controller |
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775 | (9) |
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Evolving Spiking Neural Parameters for Behavioral Sequences |
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784 | (10) |
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Robospike Sensory Processing for a Mobile Robot Using Spiking Neural Networks |
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|
794 | (10) |
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Neural Control, Planning and Robotics Applications |
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Basis Decomposition of Motion Trajectories Using Spatio-temporal NMF |
|
|
804 | (11) |
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An Adaptive NN Controller with Second Order SMC-Based NN Weight Update Law for Asymptotic Tracking |
|
|
815 | (8) |
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Optimizing Control by Robustly Feasible Model Predictive Control and Application to Drinking Water Distribution Systems |
|
|
823 | (12) |
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Distributed Control over Networks Using Smoothing Techniques |
|
|
835 | (10) |
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Trajectory Tracking of a Nonholonomic Mobile Robot Considering the Actuator Dynamics: Design of a Neural Dynamic Controller Based on Sliding Mode Theory |
|
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845 | (10) |
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Tracking with Multiple Prediction Models |
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855 | (10) |
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|
Sliding Mode Control for Trajectory Tracking Problem - Performance Evaluation |
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865 | (10) |
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|
Bilinear Adaptive Parameter Estimation in Fuzzy Cognitive Networks |
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|
875 | (10) |
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Intelligent Tools and Methods for Multimedia Annotation |
|
|
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AM-FM Texture Image Analysis of the Intima and Media Layers of the Carotid Artery |
|
|
885 | (10) |
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|
|
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|
Christodoulos S. Christodoulou |
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|
Constantinos S. Pattichis |
|
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Unsupervised Clustering of Clickthrough Data for Automatic Annotation of Multimedia Content |
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|
895 | (10) |
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Object Classification Using the MPEG-7 Visual Descriptors: An Experimental Evaluation Using State of the Art Data Classifiers |
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905 | (8) |
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MuLVAT: A Video Annotation Tool Based on XML-Dictionaries and Shot Clustering |
|
|
913 | (10) |
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Multimodal Sparse Features for Object Detection |
|
|
923 | (10) |
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|
|
Critical Infrastructure Systems |
|
|
|
Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields |
|
|
933 | (11) |
|
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|
|
Contributor Diagnostics for Anomaly Detection |
|
|
944 | (10) |
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|
Indoor Localization Using Neural Networks with Location Fingerprints |
|
|
954 | (10) |
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|
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|
|
|
Distributed Faulty Sensor Detection in Sensor Networks |
|
|
964 | (12) |
|
|
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|
|
Detection of Failures in Civil Structures Using Artificial Neural Networks |
|
|
976 | (10) |
|
|
|
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|
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|
|
Congestion Control in Autonomous Decentralized Networks Based on the Lotka-Volterra Competition Model |
|
|
986 | (11) |
|
|
|
|
| Author Index |
|
997 | |
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