| 2012 | Echo State Networks for Multi-dimensional Data Clustering. | Petia D. Koprinkova-Hristova, Nikolay Tontchev |
| 2012 | Neural Networks for Proof-Pattern Recognition. | Ekaterina Komendantskaya, Kacper Lichota |
| 2012 | SOMM - Self-Organized Manifold Mapping. | Edson Caoru Kitani, Emilio Del-Moral-Hernandez, Leandro Augusto da Silva |
| 2012 | Bifurcating Neurons with Filtered Base Signals. | Shota Kirikawa, Takashi Ogawa, Toshimichi Saito |
| 2012 | A Sparse Support Vector Machine Classifier with Nonparametric Discriminants. | Naimul Mefraz Khan, Riadh Ksantini, Imran Shafiq Ahmad, Ling Guan |
| 2012 | Learning Parameters of Linear Models in Compressed Parameter Space. | Yohannes Kassahun, Hendrik Whrle, Alexander Fabisch, Marc Tabie |
| 2012 | Properties of the Hopfield Model with Weighted Patterns. | Iakov M. Karandashev, Boris Kryzhanovsky, Leonid B. Litinskii |
| 2012 | The Mix-Matrix Method in the Problem of Binary Quadratic Optimization. | Iakov M. Karandashev, Boris Kryzhanovsky |
| 2012 | Separation and Unification of Individuality and Collectivity and Its Application to Explicit Class Structure in Self-Organizing Maps. | Ryotaro Kamimura |
| 2012 | New Approach for Clustering Relational Data Based on Relationship and Attribute Information. | Joo C. Xavier Junior, Anne M. P. Canuto, Luiz M. G. Gonalves, Luiz A. H. G. de Oliveira |
| 2012 | Learning from Delayed Reward und Punishment in a Spiking Neural Network Model of Basal Ganglia with Opposing D1/D2 Plasticity. | Jenia Jitsev, Nobi Abraham, Abigail Morrison, Marc Tittgemeyer |
| 2012 | The Capacity and the Versatility of the Pulse Coupled Neural Network in the Image Matching. | Yuta Ishida, Masato Yonekawa, Hiroaki Kurokawa |
| 2012 | Evaluating the Effect of Spiking Network Parameters on Polychronization. | Panagiotis Ioannou, Matthew Casey, Andr Grning |
| 2012 | A Computational Model of Motor Areas Based on Bayesian Networks and Most Probable Explanations. | Yuuji Ichisugi |
| 2012 | Basic Analysis of Digital Spike Maps. | Narutoshi Horimoto, Takashi Ogawa, Toshimichi Saito |
| 2012 | Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic Features. | Timo Honkela, Zaur Izzatdust, Krista Lagus |
| 2012 | Cyfield-RISP: Generating Dynamic Instruction Set Processors for Reconfigurable Hardware Using OpenCL. | Jrn Hoffmann, Frank Gttler, Karim El-Laithy, Martin Bogdan |
| 2012 | On-Line Processing of Grammatical Structure Using Reservoir Computing. | Xavier Hinaut, Peter F. Dominey |
| 2012 | Infinite Sparse Threshold Unit Networks. | Michiel Hermans, Benjamin Schrauwen |
| 2012 | Adaptive Learning of Linguistic Hierarchy in a Multiple Timescale Recurrent Neural Network. | Stefan Heinrich, Cornelius Weber, Stefan Wermter |
| 2012 | Theoretical Analysis of Function of Derivative Term in On-Line Gradient Descent Learning. | Kazuyuki Hara, Kentaro Katahira, Kazuo Okanoya, Masato Okada |
| 2012 | A New Neural Data Analysis Approach Using Ensemble Neural Network Rule Extraction. | Atsushi Hara, Yoichi Hayashi |
| 2012 | Gated Boltzmann Machine in Texture Modeling. | Tele Hao, Tapani Raiko, Alexander Ilin, Juha Karhunen |
| 2012 | Making a Reinforcement Learning Agent Believe. | Klaus Hming, Gabriele Peters |
| 2012 | Face Recognition with Disparity Corrected Gabor Phase Differences. | Manuel Gnther, Dennis Haufe, Rolf P. Wrtz |