Advances in computational intelligence : 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, Puerto de la Cruz, Tenerife, Spain, June 12-14, 2013, Proceedings. Part I / Ignacio Rojas, Gonzalo Joya, Joan Gabestany (eds.).

By: (12th : International Work-Conference on Artificial and Natural Neural Networks (12th : 2013 : Puerto de la Cruz, Canary Islands)
Contributor(s): Rojas, Ignacio | Joya, Gonzalo | Gabestany, Joan
Material type: TextTextSeries: SerienbezeichnungLecture notes in computer science: 7902.; LNCS sublibrary: Publisher: Berlin ; New York : Springer, ©2013Description: 1 online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783642386794; 3642386792; 9783642386824; 3642386822Other title: IWANN 2013Subject(s): Computational intelligence -- Congresses | Neural networks (Computer science) -- Congresses | Artificial Intelligence | Neural Networks, Computer | Computational intelligence | Neural networks (Computer science) | Biology | Health & Biological Sciences | Biology - General | Computer science | Data mining | Artificial intelligence | Optical pattern recognition | Bioinformatics | Pattern Recognition | Models and PrinciplesGenre/Form: Congress. | Electronic books. | Ebook. | Conference papers and proceedings. Additional physical formats: Printed edition:: No titleDDC classification: 006.3 LOC classification: Q342 | .I58 2013Online resources: Click here to access online
Contents:
Invited Talks to IWANN 2013. It's as Easy as ABC / John N.A. Brown -- Extreme Learning Machine: A Robust Modeling Technique? Yes! / Amaury Lendasse . [and others] -- A Novel Framework to Design Fuzzy Rule-Based Ensembles Using Diversity Induction and Evolutionary Algorithms-Based Classifier Selection and Fusion / Oscar Cordón, Krzysztof Trawiński -- Applications of Computational Intelligence. Using Nonlinear Dimensionality Reduction to Visualize Classifiers / Alexander Schulz, Andrej Gisbrecht, Barbara Hammer -- Which Dissimilarity Is to Be Used When Extracting Typologies in Sequence Analysis? A Comparative Study / Sébastien Massoni, Madalina Olteanu, Nathalie Villa-Vialaneix -- Implementation of the C-Mantec Neural Network Constructive Algorithm in an Arduino Uno Microcontroller / Francisco Ortega-Zamorano . [and others] -- A Constructive Neural Network to Predict Pitting Corrosion Status of Stainless Steel / Daniel Urda . [and others].
Robust Sensor and Actuator Fault Diagnosis with GMDH Neural Networks / Marcin Witczak, Marcin Mrugalski, Józef Korbicz -- Diffusion Methods for Wind Power Ramp Detection / Ángela Fernández . [and others] -- Computational Study Based on Supervised Neural Architectures for Fluorescence Detection of Fungicides / Yeray Álvarez Romero, Patricio García Báez, Carmen Paz Suárez Araujo -- Study of Alternative Strategies to Selection of Peer in P2P Wireless Mesh Networks / Lissette Valdés, Alfonso Ariza, Sira M. Allende, Rubén Parada, Gonzalo Joya -- A Cloud-Based Neural Network Simulation Environment / Erich Schikuta, Erwin Mann -- Performance Evaluation over Indoor Channels of an Unsupervised Decision-Aided Method for OSTBC Systems / Paula M. Castro . [and others].
A Decision-Making Model for Environmental Behavior in Agent-Based Modeling / Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Óscar Fontenla-Romero -- Version of the New SHA Standard Applied to Manage Certificate Revocation in VANETs / Francisco Martín-Fernández, Pino Caballero-Gil -- System Identification of High Impact Resistant Structures / Yeesock Kim, K. Sarp Arsava, Tahar El-Korchi -- Spikes Monitors for FPGAs, an Experimental Comparative Study / Elena Cerezuela-Escudero, Manuel Jesus Dominguez-Morales, Angel Jiménez-Fernández -- On Second Language Tutoring through Womb Grammars / Leonor Becerra Bonache, Veronica Dahl, J. Emilio Miralles -- Hybrid Intelligent Systems. Simulated Annealing for Real-Time Vertical-Handoff in Wireless Networks / María D. Jaraíz-Simon, Juan A. Gómez-Pulido, Miguel A. Vega-Rodríguez.
A Fuzzy Tabu Search Approach to Solve a Vehicle Routing Problem / Kaj-Mikael Björk, József Mezei -- Improved Particle Swarm Optimization Method in Inverse Design Problems / Y. Volkan Pehlivanoglu -- Solving the Unknown Complexity Formula Problem with Genetic Programming / Rayco Batista . [and others] -- Three Alternatives for Parallel GPU-Based Implementations of High Performance Particle Swarm Optimization / Rogério M. Calazan, Nadia Nedjah, Luiza de Macedo Mourelle -- A Particle-Swarm-Optimized Fuzzy Classifier Used for Investment Decision Support / Lars Krueger, Matthias Walter -- Ant Colony Optimization Inspired Algorithm for 3D Object Segmentation / Rafael Arnay, Leopoldo Acosta -- Kernel Methods and SVM. Kernelizing the Proportional Odds Model through the Empirical Kernel Mapping / María Pérez-Ortiz, Pedro Antonio Gutiérrez, Manuel Cruz-Ramírez -- Parallel Support Vector Data Description / Phuoc Nguyen . [and others].
Antinoise Texture Retrieval Based on PCNN and One-Class SVM / Le Tian . [and others] -- Learning and Adaptation. A FPGA Spike-Based Robot Controlled with Neuro-inspired VITE / Fernando Perez-Peña, Arturo Morgado-Estevez, Alejandro Linares-Barranco -- A Cognitive Approach for Robots' Autonomous Learning / Dominik M. Ramík, Kurosh Madani, Christophe Sabourin -- Self-Organizing Incremental Neural Network (SOINN) as a Mechanism for Motor Babbling and Sensory-Motor Learning in Developmental Robotics / Tarek Najjar, Osamu Hasegawa -- Alternative OVA Proposals for Cooperative Competitive RBFN Design in Classification Tasks / Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, María Dolores Pérez-Godoy -- Committee C-Mantec: A Probabilistic Constructive Neural Network / Jose Luis Subirats . [and others] -- Mathematical and Theorical Methods in Computational Intelligence. Secure Semi-supervised Vector Quantization for Dissimilarity Data / Xibin Zhu, Frank-Michael Schleif, Barbara Hammer.
Border-Sensitive Learning in Kernelized Learning Vector Quantization / Marika Kästner . [and others] -- Smoothed Emphasis for Boosting Ensembles / Anas Ahachad, Adil Omari, Aníbal R. Figueiras-Vidal -- F-Measure as the Error Function to Train Neural Networks / Joan Pastor-Pellicer, Francisco Zamora-Martínez, Salvador España-Boquera -- Isomorphisms of Fuzzy Sets and Cut Systems / Jiří Močkoř -- Hierarchical Modified Regularized Least Squares Fuzzy Support Vector Regression through Multiscale Approach / Arindam Chaudhuri -- Minimal Learning Machine: A New Distance-Based Method for Supervised Learning / Amauri Holanda de Souza Junior . [and others] -- Extending Extreme Learning Machine with Combination Layer / Dušan Sovilj, Amaury Lendasse, Olli Simula -- Data Mining with Evolutionary Computation and ANN. Texture Classification Using Kernel-Based Techniques / Carlos Fernandez-Lozano . [and others].
A Genetic Algorithms-Based Approach for Optimizing Similarity Aggregation in Ontology Matching / Marcos Martínez-Romero, José Manuel Vázquez-Naya, Francisco Javier Nóvoa -- Automatic Fish Segmentation on Vertical Slot Fishways Using SOM Neural Networks / Álvaro Rodriguez . [and others] -- Clustering of Gene Expression Profiles Applied to Marine Research / Vanessa Aguiar-Pulido . [and others] -- Genetic Programming to Improvement FIB Model / Juan Luis Pérez . [and others] -- Rainfall Forecasting Based on Ensemble Empirical Mode Decomposition and Neural Networks / Juan Beltrán-Castro, Juliana Valencia-Aguirre, Mauricio Orozco-Alzate -- Self Organizing Network. Self-regulating Neurons in the Sensorimotor Loop / Frank Pasemann -- Comparison of Two Memristor Based Neural Network Learning Schemes for Crossbar Architecture / Janusz A. Starzyk, Basawaraj -- Geometrical Complexity of Data Approximators / Evgeny M. Mirkes, Andrei Zinovyev, Alexander N. Gorban.
Self-Organization Process in Large Spiking Neural Networks Leading to Formation of Working Memory Mechanism / Mikhail Kiselev -- Self-organized Learning by Self-Enforcing Networks / Christina Klüver, Jürgen Klüver -- Network Anomaly Detection with Bayesian Self-Organizing Maps / Emiro de la Hoz Franco, Andrés Ortiz García, Julio Ortega Lopera -- Advances in Computational Intelligence. A Novel Neural Network Parallel Adder / Fangyue Chen . [and others] -- Improved Swap Heuristic for the Multiple Knapsack Problem / Yacine Laalaoui -- Maximum Margin Clustering for State Decomposition of Metastable Systems / Hao Wu -- Hybrid Approach for 2D Strip Packing Problem Using Genetic Algorithm / Jaya Thomas, Narendra S. Chaudhari -- Sea Clutter Neural Network Classifier: Feature Selection and MLP Design / Jose Luis Bárcena-Humanes, David Mata-Moya, María Pilar Jarabo-Amores.
SONN and MLP Based Solutions for Detecting Fluctuating Targets with Unknown Doppler Shift in Gaussian Interference / David Mata-Moya . [and others] -- An Ensemble of Computational Intelligence Models for Software Maintenance Effort Prediction / Hamoud Aljamaan, Mahmoud O. Elish, Irfan Ahmad -- Sleep Stage Classification Using Advanced Intelligent Methods / José Manuel Sánchez Pascualvaca . [and others] -- An n-Spheres Based Synthetic Data Generator for Supervised Classification / Javier Sánchez-Monedero, Pedro Antonio Gutiérrez, María Pérez-Ortiz -- Improving the Classification Performance of Optimal Linear Associative Memory in the Presence of Outliers / Ana Luiza Bessa de Paula Barros, Guilherme A. Barreto -- SMBSRP: A Search Mechanism Based on Interest Similarity, Query Relevance and Distance Prediction / Fen Wang . [and others] -- An Unfolding-Based Preprocess for Reinforcing Thresholds in Fuzzy Tabulation / Pascual Julián-Iranzo . [and others].
Summary: This two-volume set LNCS 7902 and 7903 constitutes the refereed proceedings of the 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, held in Puerto de la Cruz, Tenerife, Spain, in June 2013. The 116 revised papers were carefully reviewed and selected from numerous submissions for presentation in two volumes. The papers explore sections on mathematical and theoretical methods in computational intelligence, neurocomputational formulations, learning and adaptation emulation of cognitive functions, bio-inspired systems and neuro-engineering, advanced topics in computational intelligence and applications.
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Invited Talks to IWANN 2013. It's as Easy as ABC / John N.A. Brown -- Extreme Learning Machine: A Robust Modeling Technique? Yes! / Amaury Lendasse . [and others] -- A Novel Framework to Design Fuzzy Rule-Based Ensembles Using Diversity Induction and Evolutionary Algorithms-Based Classifier Selection and Fusion / Oscar Cordón, Krzysztof Trawiński -- Applications of Computational Intelligence. Using Nonlinear Dimensionality Reduction to Visualize Classifiers / Alexander Schulz, Andrej Gisbrecht, Barbara Hammer -- Which Dissimilarity Is to Be Used When Extracting Typologies in Sequence Analysis? A Comparative Study / Sébastien Massoni, Madalina Olteanu, Nathalie Villa-Vialaneix -- Implementation of the C-Mantec Neural Network Constructive Algorithm in an Arduino Uno Microcontroller / Francisco Ortega-Zamorano . [and others] -- A Constructive Neural Network to Predict Pitting Corrosion Status of Stainless Steel / Daniel Urda . [and others].

Robust Sensor and Actuator Fault Diagnosis with GMDH Neural Networks / Marcin Witczak, Marcin Mrugalski, Józef Korbicz -- Diffusion Methods for Wind Power Ramp Detection / Ángela Fernández . [and others] -- Computational Study Based on Supervised Neural Architectures for Fluorescence Detection of Fungicides / Yeray Álvarez Romero, Patricio García Báez, Carmen Paz Suárez Araujo -- Study of Alternative Strategies to Selection of Peer in P2P Wireless Mesh Networks / Lissette Valdés, Alfonso Ariza, Sira M. Allende, Rubén Parada, Gonzalo Joya -- A Cloud-Based Neural Network Simulation Environment / Erich Schikuta, Erwin Mann -- Performance Evaluation over Indoor Channels of an Unsupervised Decision-Aided Method for OSTBC Systems / Paula M. Castro . [and others].

A Decision-Making Model for Environmental Behavior in Agent-Based Modeling / Noelia Sánchez-Maroño, Amparo Alonso-Betanzos, Óscar Fontenla-Romero -- Version of the New SHA Standard Applied to Manage Certificate Revocation in VANETs / Francisco Martín-Fernández, Pino Caballero-Gil -- System Identification of High Impact Resistant Structures / Yeesock Kim, K. Sarp Arsava, Tahar El-Korchi -- Spikes Monitors for FPGAs, an Experimental Comparative Study / Elena Cerezuela-Escudero, Manuel Jesus Dominguez-Morales, Angel Jiménez-Fernández -- On Second Language Tutoring through Womb Grammars / Leonor Becerra Bonache, Veronica Dahl, J. Emilio Miralles -- Hybrid Intelligent Systems. Simulated Annealing for Real-Time Vertical-Handoff in Wireless Networks / María D. Jaraíz-Simon, Juan A. Gómez-Pulido, Miguel A. Vega-Rodríguez.

A Fuzzy Tabu Search Approach to Solve a Vehicle Routing Problem / Kaj-Mikael Björk, József Mezei -- Improved Particle Swarm Optimization Method in Inverse Design Problems / Y. Volkan Pehlivanoglu -- Solving the Unknown Complexity Formula Problem with Genetic Programming / Rayco Batista . [and others] -- Three Alternatives for Parallel GPU-Based Implementations of High Performance Particle Swarm Optimization / Rogério M. Calazan, Nadia Nedjah, Luiza de Macedo Mourelle -- A Particle-Swarm-Optimized Fuzzy Classifier Used for Investment Decision Support / Lars Krueger, Matthias Walter -- Ant Colony Optimization Inspired Algorithm for 3D Object Segmentation / Rafael Arnay, Leopoldo Acosta -- Kernel Methods and SVM. Kernelizing the Proportional Odds Model through the Empirical Kernel Mapping / María Pérez-Ortiz, Pedro Antonio Gutiérrez, Manuel Cruz-Ramírez -- Parallel Support Vector Data Description / Phuoc Nguyen . [and others].

Antinoise Texture Retrieval Based on PCNN and One-Class SVM / Le Tian . [and others] -- Learning and Adaptation. A FPGA Spike-Based Robot Controlled with Neuro-inspired VITE / Fernando Perez-Peña, Arturo Morgado-Estevez, Alejandro Linares-Barranco -- A Cognitive Approach for Robots' Autonomous Learning / Dominik M. Ramík, Kurosh Madani, Christophe Sabourin -- Self-Organizing Incremental Neural Network (SOINN) as a Mechanism for Motor Babbling and Sensory-Motor Learning in Developmental Robotics / Tarek Najjar, Osamu Hasegawa -- Alternative OVA Proposals for Cooperative Competitive RBFN Design in Classification Tasks / Francisco Charte Ojeda, Antonio Jesús Rivera Rivas, María Dolores Pérez-Godoy -- Committee C-Mantec: A Probabilistic Constructive Neural Network / Jose Luis Subirats . [and others] -- Mathematical and Theorical Methods in Computational Intelligence. Secure Semi-supervised Vector Quantization for Dissimilarity Data / Xibin Zhu, Frank-Michael Schleif, Barbara Hammer.

Border-Sensitive Learning in Kernelized Learning Vector Quantization / Marika Kästner . [and others] -- Smoothed Emphasis for Boosting Ensembles / Anas Ahachad, Adil Omari, Aníbal R. Figueiras-Vidal -- F-Measure as the Error Function to Train Neural Networks / Joan Pastor-Pellicer, Francisco Zamora-Martínez, Salvador España-Boquera -- Isomorphisms of Fuzzy Sets and Cut Systems / Jiří Močkoř -- Hierarchical Modified Regularized Least Squares Fuzzy Support Vector Regression through Multiscale Approach / Arindam Chaudhuri -- Minimal Learning Machine: A New Distance-Based Method for Supervised Learning / Amauri Holanda de Souza Junior . [and others] -- Extending Extreme Learning Machine with Combination Layer / Dušan Sovilj, Amaury Lendasse, Olli Simula -- Data Mining with Evolutionary Computation and ANN. Texture Classification Using Kernel-Based Techniques / Carlos Fernandez-Lozano . [and others].

A Genetic Algorithms-Based Approach for Optimizing Similarity Aggregation in Ontology Matching / Marcos Martínez-Romero, José Manuel Vázquez-Naya, Francisco Javier Nóvoa -- Automatic Fish Segmentation on Vertical Slot Fishways Using SOM Neural Networks / Álvaro Rodriguez . [and others] -- Clustering of Gene Expression Profiles Applied to Marine Research / Vanessa Aguiar-Pulido . [and others] -- Genetic Programming to Improvement FIB Model / Juan Luis Pérez . [and others] -- Rainfall Forecasting Based on Ensemble Empirical Mode Decomposition and Neural Networks / Juan Beltrán-Castro, Juliana Valencia-Aguirre, Mauricio Orozco-Alzate -- Self Organizing Network. Self-regulating Neurons in the Sensorimotor Loop / Frank Pasemann -- Comparison of Two Memristor Based Neural Network Learning Schemes for Crossbar Architecture / Janusz A. Starzyk, Basawaraj -- Geometrical Complexity of Data Approximators / Evgeny M. Mirkes, Andrei Zinovyev, Alexander N. Gorban.

Self-Organization Process in Large Spiking Neural Networks Leading to Formation of Working Memory Mechanism / Mikhail Kiselev -- Self-organized Learning by Self-Enforcing Networks / Christina Klüver, Jürgen Klüver -- Network Anomaly Detection with Bayesian Self-Organizing Maps / Emiro de la Hoz Franco, Andrés Ortiz García, Julio Ortega Lopera -- Advances in Computational Intelligence. A Novel Neural Network Parallel Adder / Fangyue Chen . [and others] -- Improved Swap Heuristic for the Multiple Knapsack Problem / Yacine Laalaoui -- Maximum Margin Clustering for State Decomposition of Metastable Systems / Hao Wu -- Hybrid Approach for 2D Strip Packing Problem Using Genetic Algorithm / Jaya Thomas, Narendra S. Chaudhari -- Sea Clutter Neural Network Classifier: Feature Selection and MLP Design / Jose Luis Bárcena-Humanes, David Mata-Moya, María Pilar Jarabo-Amores.

SONN and MLP Based Solutions for Detecting Fluctuating Targets with Unknown Doppler Shift in Gaussian Interference / David Mata-Moya . [and others] -- An Ensemble of Computational Intelligence Models for Software Maintenance Effort Prediction / Hamoud Aljamaan, Mahmoud O. Elish, Irfan Ahmad -- Sleep Stage Classification Using Advanced Intelligent Methods / José Manuel Sánchez Pascualvaca . [and others] -- An n-Spheres Based Synthetic Data Generator for Supervised Classification / Javier Sánchez-Monedero, Pedro Antonio Gutiérrez, María Pérez-Ortiz -- Improving the Classification Performance of Optimal Linear Associative Memory in the Presence of Outliers / Ana Luiza Bessa de Paula Barros, Guilherme A. Barreto -- SMBSRP: A Search Mechanism Based on Interest Similarity, Query Relevance and Distance Prediction / Fen Wang . [and others] -- An Unfolding-Based Preprocess for Reinforcing Thresholds in Fuzzy Tabulation / Pascual Julián-Iranzo . [and others].

International conference proceedings.

Includes author index.

Online resource; title from PDF title page (SpringerLink, viewed July 3, 2013).

This two-volume set LNCS 7902 and 7903 constitutes the refereed proceedings of the 12th International Work-Conference on Artificial Neural Networks, IWANN 2013, held in Puerto de la Cruz, Tenerife, Spain, in June 2013. The 116 revised papers were carefully reviewed and selected from numerous submissions for presentation in two volumes. The papers explore sections on mathematical and theoretical methods in computational intelligence, neurocomputational formulations, learning and adaptation emulation of cognitive functions, bio-inspired systems and neuro-engineering, advanced topics in computational intelligence and applications.

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