Artificial Neural Networks and Machine Learning – ICANN 2017: 26th International Conference on Artificial Neural Networks, Alghero, Italy, September 11-14, 2017, Proceedings, Part I

Front Matter ....Pages I-XXXI
Front Matter ....Pages 1-1
 Semi-supervised Phoneme Recognition with Recurrent Ladder Networks  (Marian Tietz, Tayfun Alpay, Johannes Twiefel, Stefan Wermter)....Pages 3-10
 Mixing Actual and Predicted Sensory States Based on Uncertainty Estimation for Flexible and Robust Robot Behavior  (Shingo Murata, Wataru Masuda, Saki Tomioka, Tetsuya Ogata, Shigeki Sugano)....Pages 11-18
 Neurodynamical Model for the Coupling of Action Perception and Execution  (Mohammad Hovaidi-Ardestani, Vittorio Caggiano, Martin Giese)....Pages 19-26
 Neural End-to-End Self-learning of Visuomotor Skills by Environment Interaction  (Matthias Kerzel, Stefan Wermter)....Pages 27-34
 Learning of Labeling Room Space for Mobile Robots Based on Visual Motor Experience  (Tatsuro Yamada, Saki Ito, Hiroaki Arie, Tetsuya Ogata)....Pages 35-42
 Towards Grasping with Spiking Neural Networks for Anthropomorphic Robot Hands  (J. Camilo Vasquez Tieck, Heiko Donat, Jacques Kaiser, Igor Peric, Stefan Ulbrich, Arne Roennau et al.)....Pages 43-51
 Obstacle Avoidance by Profit Sharing Using Self-Organizing Map-Based Probabilistic Associative Memory  (Daisuke Temma, Yuko Osana)....Pages 52-59
 An Ultra-Compact Low-Powered Closed-Loop Device for Control of the Neuromuscular System  (Davide Polese, Luca Pazzini, Ignacio Delgado-Martínez, Luca Maiolo, Xavier Navarro, Guglielmo Fortunato)....Pages 60-67
 Comparing Action Sets: Mutual Information as a Measure of Control  (Sascha Fleer, Helge Ritter)....Pages 68-75
 Sensorimotor Prediction with Neural Networks on Continuous Spaces  (Michaël Garcia Ortiz)....Pages 76-83
 Classifying Bio-Inspired Model of Point-Light Human Motion Using Echo State Networks  (Pattreeya Tanisaro, Constantin Lehman, Leon Sütfeld, Gordon Pipa, Gunther Heidemann)....Pages 84-91
 A Prediction and Learning Based Approach to Network Selection in Dynamic Environments  (Xiaohong Li, Ru Cao, Jianye Hao, Zhiyong Feng)....Pages 92-100
 Learning a Peripersonal Space Representation as a Visuo-Tactile Prediction Task  (Zdenek Straka, Matej Hoffmann)....Pages 101-109
 Learning Distance-Behavioural Preferences Using a Single Sensor in a Spiking Neural Network  (Matt Ross, Nareg Berberian, André Cyr, Frédéric Thériault, Sylvain Chartier)....Pages 110-118
Front Matter ....Pages 119-119
 Towards an Accurate Identification of Pyloric Neuron Activity with VSDi  (Filipa dos Santos, Peter Andras, K. P. Lam)....Pages 121-128
 Interactions in the Striatal Network with Different Oscillation Frequencies  (Jovana J. Belić, Arvind Kumar, Jeanette Hellgren Kotaleski)....Pages 129-136
 Robot Localization and Orientation Detection Based on Place Cells and Head-Direction Cells  (Xiaomao Zhou, Cornelius Weber, Stefan Wermter)....Pages 137-145
 Algorithms for Obtaining Parsimonious Higher Order Neurons  (Can Eren Sezener, Erhan Oztop)....Pages 146-154
 Robust and Adaptable Motor Command Representation with Sparse Coding  (Nobuhiro Hinakawa, Katsunori Kitano)....Pages 155-162
 Translation-Invariant Neural Responses as Variational Messages in a Bayesian Network Model  (Takashi Sano, Yuuji Ichisugi)....Pages 163-170
 Implementation of Learning Mechanisms on a Cat-Scale Cerebellar Model and Its Simulation  (Wataru Furusho, Tadashi Yamazaki)....Pages 171-178
 Neuromorphic Approach Sensitivity Cell Modeling and FPGA Implementation  (Hongjie Liu, Antonio Rios-Navarro, Diederik Paul Moeys, Tobi Delbruck, Alejandro Linares-Barranco)....Pages 179-187
Front Matter ....Pages 189-189
 Event Related Potentials Reveal Fairness in Willingness-to-share  (Alessandra Lintas, Sarat Chandra Vysyaraju, Manon Jaquerod, Alessandro E. P. Villa)....Pages 191-198
 Individual Identification by Resting-State EEG Using Common Dictionary Learning  (Takashi Nishimoto, Yoshiki Azuma, Hiroshi Morioka, Shin Ishii)....Pages 199-207
 Performance Comparison of Machine Learning Algorithms for EEG-Signal-Based Emotion Recognition  (Peng Chen, Jianhua Zhang)....Pages 208-216
Front Matter ....Pages 217-217
 A Neural Network Implementation of Frank-Wolfe Optimization  (Christian Bauckhage)....Pages 219-226
 Inferring Adaptive Goal-Directed Behavior Within Recurrent Neural Networks  (Sebastian Otte, Theresa Schmitt, Karl Friston, Martin V. Butz)....Pages 227-235
 Information Bottleneck in Control Tasks with Recurrent Spiking Neural Networks  (Madhavun Candadai Vasu, Eduardo J. Izquierdo)....Pages 236-244
 Neural Computation with Spiking Neural Networks Composed of Synfire Rings  (Jérémie Cabessa, Ginette Horcholle-Bossavit, Brigitte Quenet)....Pages 245-253
 Exploiting Recurrent Neural Networks in the Forecasting of Bees’ Level of Activity  (Pedro A. B. Gomes, Eduardo C. de Carvalho, Helder M. Arruda, Paulo de Souza, Gustavo Pessin)....Pages 254-261
 Inherently Constraint-Aware Control of Many-Joint Robot Arms with Inverse Recurrent Models  (Sebastian Otte, Adrian Zwiener, Martin V. Butz)....Pages 262-270
Front Matter ....Pages 271-271
 Accelerating Training of Deep Neural Networks via Sparse Edge Processing  (Sourya Dey, Yinan Shao, Keith M. Chugg, Peter A. Beerel)....Pages 273-280
 Unsupervised Learning Using Phase-Change Synapses and Complementary Patterns  (Severin Sidler, Angeliki Pantazi, Stanisław Woźniak, Yusuf Leblebici, Evangelos Eleftheriou)....Pages 281-288
Front Matter ....Pages 289-289
 The Variational Coupled Gaussian Process Dynamical Model  (Dmytro Velychko, Benjamin Knopp, Dominik Endres)....Pages 291-299
 q-Maximum Entropy Distributions and Memory Neural Networks  (Roseli S. Wedemann, Angel R. Plastino)....Pages 300-308
 Adaptively Learning Levels of Coordination from One’s, Other’s and Task Related Errors Through a Cerebellar Circuit: A Dual Cart-Pole Setup  (Martí Sánchez-Fibla, Giovanni Maffei, Paul F. M. J. Verschure)....Pages 309-316
 Weighted Clique Analysis Reveals Hierarchical Neuronal Network Dynamics  (Paolo Masulli, Alessandro E. P. Villa)....Pages 317-325
 Why the Brain Might Operate Near the Edge of Criticality  (Xerxes D. Arsiwalla, Paul Verschure)....Pages 326-333
 Interactive Control of Computational Power in a Model of the Basal Ganglia-Thalamocortical Circuit by a Supervised Attractor-Based Learning Procedure  (Jérémie Cabessa, Alessandro E. P. Villa)....Pages 334-342
Front Matter ....Pages 343-343
 Model Derived Spike Time Dependent Plasticity  (Melissa Johnson, Sylvain Chartier)....Pages 345-353
 Online Representation Learning with Single and Multi-layer Hebbian Networks for Image Classification  (Yanis Bahroun, Andrea Soltoggio)....Pages 354-363
 Building Efficient Deep Hebbian Networks for Image Classification Tasks  (Yanis Bahroun, Eugénie Hunsicker, Andrea Soltoggio)....Pages 364-372
 Automatic Recognition of Mild Cognitive Impairment from MRI Images Using Expedited Convolutional Neural Networks  (Shuqiang Wang, Yanyan Shen, Wei Chen, Tengfei Xiao, Jinxing Hu)....Pages 373-380
 Interplay of STDP and Dendritic Plasticity in a Hippocampal CA1 Pyramidal Neuron Model  (Ausra Saudargiene, Rokas Jackevicius, Bruce P. Graham)....Pages 381-388
 Enhancements on the Modified Stochastic Synaptic Model: The Functional Heterogeneity  (Karim Ellatihy, Martin Bogdan)....Pages 389-396
 Multicompartment Simulations of NMDA Receptor Based Facilitation in an Insect Target Tracking Neuron  (Bo Bekkouche, Patrick A. Shoemaker, Joseph Fabian, Elisa Rigosi, Steven D. Wiederman, David C. O’Carroll)....Pages 397-404
Front Matter ....Pages 405-405
 On the Estimation of Pollen Density on Non-target Lepidoptera Food Plant Leaves in Bt-Maize Exposure Models: Open Problems and Possible Neural Network-Based Solutions  (Francesco Camastra, Angelo Ciaramella, Antonino Staiano)....Pages 407-414
Back Matter ....Pages 415-469