| 2009 | Transformation from Complex Networks to Time Series Using Classical Multidimensional Scaling. | Yuta Haraguchi, Yutaka Shimada, Tohru Ikeguchi, Kazuyuki Aihara |
| 2009 | Efficient Uncertainty Propagation for Reinforcement Learning with Limited Data. | Alexander Hans, Steffen Udluft |
| 2009 | Multimodal Sparse Features for Object Detection. | Martin Haker, Thomas Martinetz, Erhardt Barth |
| 2009 | Time Coding of Input Strength Is Intrinsic to Synapses with Short Term Plasticity. | Mrton Albert Hajnal |
| 2009 | Semi-supervised Learning for Regression with Co-training by Committee. | Mohamed Farouk Abdel Hady, Friedhelm Schwenker, Gnther Palm |
| 2009 | Multifold Acceleration of Neural Network Computations Using GPU. | Alexander Guzhva, Sergey Dolenko, Igor Persiantsev |
| 2009 | Learning Features by Contrasting Natural Images with Noise. | Michael Gutmann, Aapo Hyvrinen |
| 2009 | Controlled and Automatic Processing in Animals and Machines with Application to Autonomous Vehicle Control. | Kevin N. Gurney, Amir Hussain, Jonathan M. Chambers, Rudwan Abdullah |
| 2009 | Mutual Information Based Initialization of Forward-Backward Search for Feature Selection in Regression Problems. | Alberto Guilln, Antti Sorjamaa, Gins Rubio, Amaury Lendasse, Ignacio Rojas |
| 2009 | Information Processing and Timing Mechanisms in Vision. | Andrea Guazzini, Pietro Li, Andrea Passarella, Marco Conti |
| 2009 | Constrained Learning Vector Quantization or Relaxed k-Separability. | Marek Grochowski, Wlodzislaw Duch |
| 2009 | Recognition of Properties by Probabilistic Neural Networks. | Jir Grim, Jan Hora |
| 2009 | Lattice Independent Component Analysis for fMRI Analysis. | Manuel Graa, Maite Garca-Sebastin, Carmen Hernndez |
| 2009 | BSDT Atom of Consciousness Model, AOCM: The Unity and Modularity of Consciousness. | Petro M. Gopych |
| 2009 | Measuring and Optimizing Behavioral Complexity for Evolutionary Reinforcement Learning. | Faustino J. Gomez, Julian Togelius, Jrgen Schmidhuber |
| 2009 | Topographic Mapping of Astronomical Light Curves via a Physically Inspired Probabilistic Model. | Nikolaos Gianniotis, Peter Tio, Steve Spreckley, Somak Raychaudhury |
| 2009 | Independent Component Analysis Aided Diagnosis of Cuban Spino Cerebellar Ataxia 2. | Rodolfo V. Garca, Fernando Rojas, Jess Gonzlez, Beln San Romn, Olga Valenzuela, Alberto Prieto, Lus Velzquez, Roberto Rodrguez |
| 2009 | Partial Differential Equations Numerical Modeling Using Dynamic Neural Networks. | Rita Fuentes, Alexander S. Poznyak, Isaac Chairez, Tatyana Poznyak |
| 2009 | Multiple Kernel Learning of Environmental Data. Case Study: Analysis and Mapping of Wind Fields. | Loris Foresti, Devis Tuia, Alexei Pozdnoukhov, Mikhail F. Kanevski |
| 2009 | Discovering Diagnostic Gene Targets and Early Diagnosis of Acute GVHD Using Methods of Computational Intelligence over Gene Expression Data. | Maurizio Fiasch, Anju Verma, Maria Cuzzola, Pasquale Iacopino, Nikola K. Kasabov, Francesco Carlo Morabito |
| 2009 | Synchrony State Generation in Artificial Neural Networks with Stochastic Synapses. | Karim El-Laithy, Martin Bogdan |
| 2009 | Almost Random Projection Machine. | Wlodzislaw Duch, Tomasz Maszczyk |
| 2009 | Combining Multiple Inputs in HyperNEAT Mobile Agent Controller. | Jan Drchal, Ondrej Kapral, Jan Koutnk, Miroslav Snorek |
| 2009 | Adaptable Neural Networks for Objects' Tracking Re-initialization. | Anastasios D. Doulamis |
| 2009 | Multi-stage Algorithm Based on Neural Network Committee for Prediction and Search for Precursors in Multi-dimensional Time Series. | Sergey Dolenko, Alexander Guzhva, Igor Persiantsev, Ju. S. Shugai |