Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings 2

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Veröffentlicht: Berlin [u.a.] Springer 2010
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adam_text Table of Contents - Part II Kernel Algorithms — Support Vector Machines Convergence Improvement of Active Set Training for Support Vector Regressors ...................................................... 1 Shigeo Abe and Ryousuke Yabuwaki The Complex Gaussian Kernel LMS Algorithm ...................... 11 Pantelis Bouboulis and Sergios Theodoridis Support Vector Machines-Kernel Algorithms for the Estimation of the Water Supply in Cyprus .......................................... 21 Fotis Mañs, Lazaros Iliadis, Stavros Tachos, Athanasios Loukas, Шапа Spartali, Apostólos Vassileiou, and Elias Pimenidis Faster Directions for Second Order SMO ............................ 30 Alvaro Barbero and José R. Dorronsoro Almost Random Projection Machine with Margin Maximization ....... 40 Tomasz Maszczyk and Włodzisław Duch A New Tree Kernel Based on SOM-SD ............................. 49 Fabio Aiolli, Giovanni Da San Martino, and Alessandro Sperduti Kernel-Based Learning from Infinite Dimensional 2- Way Tensors ....... 59 Marco Signoretto, Lieven De Lathauwer, and Johan A.K. Suykens Semi-supervised Facial Expressions Annotation Using Co-Training with Fast Probabilistic Tri-Class SVMs .................................. 70 Mohamed Farouk Abdel Hady, Martin Schels, Friedhelm Schwenker, and Günther Palm An Online Incremental Learning Support Vector Machine for Large-Scale Data ................................................ 76 Jun Zheng, Hui Yu, Furao Shen, and Jinxi Zhao A Common Framework for the Convergence of the GSK, MDM and SMO Algorithms ................................................. 82 Jorge López and José R. Dorronsoro The Support Feature Machine for Classifying with the Least Number of Features ...................................................... 88 Sascha Klement and Thomas Martinetz XII Table of Contents - Part II Knowledge Engineering and Decision Making Hidden Markov Model for Human Decision Process in a Partially Observable Environment .......................................... 94 Masahiro Adomi, Yumi Shikauchi, and Shin Ishii Representing, Learning and Extracting Temporal Knowledge from Neural Networks: A Case Study .................................... 104 Rafael V. Borges, Artur d Avila Garcez, and Luis C. Lamb Recurrent ANN Multi-Dimensional Deep Memory Atari-Go Players for Parameter Exploring Policy Gradients ........................................ 114 Mandy Grüttner, Frank Sehnke, Tom Schaul, and Jürgen Schmidhuber Layered Motion Segmentation with a Competitive Recurrent Network ........................................................ 124 Julian Eggert, Joerg Deigmoeller, and Volker Willert Selection of Training Data for Locally Recurrent Neural Network ...... 134 Krzysztof Patán and Maciej Patán A Statistical Appraoch to Image Reconstruction from Projections Problem Using Recurrent Neural Network ........................... 138 Robert Cierniak A Computational System of Metaphor Generation with Evaluation Mechanism ...................................................... 142 Asuka Terai and Masanori Nakagawa Recurrence Enhances the Spatial Encoding of Static Inputs in Reservoir Networks ....................................................... 148 Christian Emmerich, René Felix Reinhart, and Jochen Jakob Steil Action Classification in Soccer Videos with Long Short-Term Memory Recurrent Neural Networks ........................................ 154 Moez Baccouche, Franck Mamalet, Christian Wolf, Christophe Garcia, and Atilla Baskurt Reinforcement Learning A Hebbian-Based Reinforcement Learning Framework for Spike-Timing-Dependent Synapses ................................. 160 Karira El-Laithy and Martin Bogdan Table of Contents - Part II XIII An Incremental Probabilistic Neural Network for Regression and Reinforcement Learning Tasks ..................................... 170 Milton Roberto Heinén and Paulo Martins Engel Using Reinforcement Learning to Guide the Development of Self-organised Feature Maps for Visual Orienting ..................... 180 Kevin Brohan, Kevin Gurney, and Piotr Dudek Exploring Continuous Action Spaces with Diffusion Trees for Reinforcement Learning ........................................... 190 Christian Vollmer, Erik Schaffernicht, and Horst-Michael Gross An Alternative Approach to the Revision of Ordinal Conditional Functions in the Context of Multi- Valued Logic ...................... 200 Klaus Häming and Gabriele Peters One-Shot Supervised Reinforcement Learning for Multi-targeted Tasks: RL-SAS ........................................................ 204 Johane Takeuchi and Hiroshi Tsujino An Oscillatory Neural Network Model for Birdsong Learning and Generation ...................................................... 210 Maya Manaithunai, Srinivasa Chakravarthy, and Ravindran Balaraman A Computational Neuromotor Model of the Role of Basal Ganglia and Hippocampus in Spatial Navigation ................................ 216 Deepika Sukumar and Srinivasa Chakravarthy Reinforcement Learning Based Neural Controllers for Dynamic Processes without Exploration ..................................... 222 Frank-Florian Steege, André Hartmann, Erik Schaffernicht, and Horst-Michael Gross A Neurocomputational Model of Nicotine Addiction Based on Reinforcement Learning ........................................... 228 Selin Metin and Neslihan Serap Sengör Robotics ■ с Teaching Humanoids to Imitate Shapes of Movements ............... 234 Vishwanathan Mohan, Giorgio Metta, Jacopo Zenzeri, and Pietro Morasso The Dynamics of a Neural Network of Coupled Phase Oscillators with Synaptic Plasticity Controlling.a Minimally Cognitive Agent .......... 245 Renan C. Moioli, Patricia A. Vargas, and Phil Husbands XIV Table of Contents - Part II Integrative Learning between Language and Action: A Neuro-Robotics Experiment ..................................................... 256 Hiroaki Arie, Tetsuro Endo, Sungmoon Jeong, Minho Lee, Shigeki Sugano, and Jun Tani Sliding Mode Control of Robot Based on Neural Network Model with Positive Definite Inertia Matrix .................................... 266 Jakub Możaryn and Jerzy E. Kurek Hardware Implementation of a CPG-Based Locomotion Control for Quadruped Robots ............................................... 276 Jose Hugo Barron-Zambrano, Cesar Torres-Huitzil, and Bernard Girau Evolutionary Strategies Used for the Mobile Robot Trajectory Tracking Control ......................................................... 286 Adriana Serbeneu, Adrian Emanoil Serbeneu, and Daniela Cristina Cernega A Novel Topological Map of Place Cells for Autonomous Robots ....... 296 Vilson L. DalleMole and Aluizio F.R. Araújo Hybrid Control Structure for Multi-robot Formation .................. 307 Daniela Cristina Cernega and Razvan Solea From Conditioning of a Non Specific Sensor to Emotional Regulation of Behavior ..................................................... 317 Cyril Hasson and Philippe Gaussier A Robot Vision Algorithm for Navigating in and Creating a Topological Map of a Reconfigurable Maze ..................................... 327 Eleftherios Karapetsas and Demosthenes Stamatis Self Organizing ANN Generation of Comprehensible Representations by Supposed Maximum Information ..................................................... 333 Ryotaro Kamimura Visualization of Changes in Process Dynamics Using Self-Organizing Maps ........................................................... 343 Ignacio Díaz, Abel A. Cuadrado, Alberto В. Diez, Manuel Domínguez, Juan J. Fuertes, and Miguel A. Prada Functional Architectures and Hierarchies of Time Scales ............... 353 Dionysios Perdikis, Marmaduke Woodman, and Viktor Jirsa Table of Contents - Part II XV A Novel Single-Trial Analysis Scheme for Characterizing the Presaccadic Brain Activity Based on a SON Representation ........... 362 Konstantinos Bozas, Stavros I. Dimitriadis, Nikolaos A. Laskaris, and Areti Tzelepi Web Spam Detection by Probability Mapping GraphSOMs and Graph Neural Networks ................................................. 372 Lucia Di Noi, Markus Hagenbuchner, Franco Scarselli, and Ah Chung Tsoi Self-Organizing Maps for Improving the Channel Estimation and Predictive Modelling Phase of Cognitive Radio Systems ............... 382 Aimilia Bantouna, Kostas Tsagkaris, and Panagiotis Demestichas Application of SOM-Based Visualization Maps for Time-Response Analysis of Industrial Processes .................................... 392 Miguel A. Prada, Manuel Domínguez, Ignacio Díaz, Juan J. Fuertes, Perfecto Reguera, Antonio Moran, and Serafín Alonso Snap-Drift Self Organising Map .................................... 402 Dominic Palmer-Brown and Chrisina Draganova Fault Severity Estimation in Rotating Mechanical Systems Using Feature Based Fusion and Self-Organizing Maps ..................... 410 Dimitrios Moshou, Dimitrios Kateris, Nader Sawalhi, Spyridon Loutridis, and Ioannis Gravalos Self-Organization of Steerable Topographic Mappings as Basis for Translation Invariance ............................................ 414 Junmei Zhu, Urs Bergmann, and Christoph von der Malsburg A Self-Organizing Map for Controlling Artificial Locomotion .......... 420 Orivaldo V. Santana Jr. and Aluizio F.R. Araújo Visualising Clusters in Self-Organising Maps with Minimum Spanning Trees ........................................................... 426 Rudolf Mayer and Andreas Rauber Elementary Logical Reasoning in the SOM Output Space ............. 432 Jorge Ramón Letosa and Timo Honkela Adaptive Algorithms — Systems Adaptive Critic Design with ESN Critic for Bioprocess Optimization ... 438 Petia Koprinkova-Hristova and Guenther Palm XVI Table of Contents - Part II Correcting Errors in Optical Data Transmission Using Neural Networks ....................................................... 448 Stephen Hunt, Yi Sun, Alex Shafarenko, Rod Adams, Neil Davey, Brendan Slater, Ranjeet Bhamber, Sonia Boscolo, and Sergei K. Turitsyn Adaptive Classifiers with ICI-Based Adaptive Knowledge Base Management ..................................;..............··.·. 458 Cesare Alippi, Giacomo Boracchi, and Manuel Roveri Multi Class Semi-Supervised Classification with Graph Construction Based on Adaptive Metric Learning ................................ 468 Shogo Okada and Toyoaki Nishida Genetically Tuned Controller of an Adaptive Cruise Control for Urban Traffic Based on Ultrasounds ...................................... 479 Luciano Alonso, Juan Pérez-Oria, Monica Fernández, Cristina Rodríguez, Jesús Arce, Manuel Ibarra, and Victor Ordonez Adaptive Local Fusion with Neural Networks ........................ 486 Ahmed Chamseddine Ben Abdallah, Hichem Frigui, and Paul Gader A Controlling Strategy for an Active Vision System Based on Auditory and Visual Cues ................................................. 492 Miranda Grahl, Frank Joublin, and Franz Kümmert Optimization A One-Layer Dual Neural Network with a Unipolar Hard-Limiting Activation Function for Shortest-Path Routing ....................... 498 Qingshan Liu and Jun Wang Optimizing Hierarchical Temporal Memory for Multivariable Time Series .......................................................... 506 David Rozado, Francisco B. Rodriguez, and Pablo Varona Solving Independent Component Analysis Contrast Functions with Particle Swarm Optimization ...................................... 519 Jorge Igual, Jehad Ababneh, Raul Limares, Julio Miro-Borras, and Vicente Zarzoso Binary Minimization: Increasing the Attraction Area of the Global Minimum in the Binary Optimization Problem ...................... 525 Yakov Karandashev and Boris Kryzhanovsky An Artificial Immune Network for Multi-objective Optimization ....... 531 Aris Lanaridis and Andreas Stafylopatis Author Index ....................................... ........... 537
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spellingShingle Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings
Lecture notes in computer science
title Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings
title_auth Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings
title_exact_search Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings
title_full Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings 2
title_fullStr Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings 2
title_full_unstemmed Artificial neural networks - ICANN 2010 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings 2
title_short Artificial neural networks - ICANN 2010
title_sort artificial neural networks icann 2010 20th international conference thessaloniki greece september 15 18 2010 proceedings
title_sub 20th international conference, Thessaloniki, Greece, September 15 - 18, 2010 ; proceedings
url http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020584802&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
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