New Directions in Neural Networks
18th Italian Workshop on Neural Networks: WIRN 2008
Volume 193 Frontiers in Artificial Intelligence and Applications
Edited by: B. Apolloni, S. Bassis and M. Marinaro
March 2009, 276 pp., hardcover
ISBN: 978-1-58603-984-4
Price: US$167 / €115
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The book is a collection of selected papers from the 18th WIRN workshop, the annual meeting of the Italian Neural Networks Society (SIREN). As the number 18 marks the year young people come of age in Italy, the society invited two generations of researchers to participate in a discussion on neural networks: those new to the field and those with extensive familiarity with the neural paradigm. The challenge laid in understanding what remains of the revolutionary ideas from which neural networks stemmed in the eighties, how these networks have evolved and influenced other research fields, and ultimately, what the new conceptual/methodological frontiers are that need to be trespassed for a better exploitation of the information carried by data. This book presents the outcome of this discussion. New Directions in Neural Networks is divided in two general subjects, ‘models’ and ‘applications’ and two specific ones, ‘economy and complexity’ and ‘remote sensing image processing’.

The editors of this book have set out to publish a scientific contribution to the discovery of new forms of cooperative work that are necessary today for the invention of efficient computational systems and new social paradigms.
Table of Content
Application
  • A Neural Based WSN Mote Trajectory Reconstruction for Mining Periodic Patterns / A. Petrosino and Antonino Staiano
  • Sugeno Model Based Control for Semi Active Vehicle Suspension / F. Voci and F. Massimo Frattale Mascioli
  • Automatic Classification of Defects in an Industrial Environment / N. Alberto Borghese
  • STLmax Joint Mutual Information for Quantifying Independence in the Epileptic Brain / N. Mammone, F. la Foresta, F.C. Morabito and M. Versaci
  • Neural Networks for the Parameters Characterization of ECG Dynamical Model / M. Cacciola, F. la Foresta, F.C. Morabito and M. Versaci
  • Multiresolution Minimization Of Renyi’s Mutual Information for Fetal-ECG Extraction / F. la Foresta, N. Mammone, G. Inuso, F.C. Morabito and A. Azzerboni
  • Classification of DNA Microarray Data with Random Projection Ensembles of Polynomial SVMs / A. Bertoni, R. Folgieri and G. Valentini
  • An Embedded Fingerprints Classification System Based On Weightless Neural Networks / V. Conti, C. Militello, F. Sorbello and S. Vitabile
  • Discovering Regression Data Quality Through Clustering Methods / D. Malchiodi, S. Bassis and L. Valerio
  • Models
  • A Flexible Natural Gradient Approach to Blind Separation of Complex Signals / M. Scarpiniti, D. Vigliano, R. Parisi and A. Uncini
  • Single Channel Polyphonic Music Transcription / A. Ciaramella
  • Genetic Regulatory Networks and Neural Networks / R. Serra, A. Graudenzi and M. Villani
  • An Experimental Comparison of Kernel Clustering Methods / M. Filippone, F. Masulli and S. Rovetta
  • Diffusion Learning And Regularization / M. Gori
  • Sources Of Asymmetric Randomness / B. Apolloni and S. Bassis
  • Random Projections Preserving the Hamming Distance Between Word/ S. Arca, A. Bertoni and G. Lipori
  • Notes On Factor Graphs / F. Palmieri
  • Economy And Complexity Workshop
  • Safety Loading in the Annuity Pension Fund Dynamics/ M. Sibillo, M. Coppola, V. D'amato and Emilia Di Lorenzo
  • Early Warning Systems: An Approach via Self Organizing Maps with Applications to Emergent Markets / M. Resta
  • Optimal Partial Questioning in Large Dimensional AHP / M. Fedrizzi And S. Giove
  • Evaluation Of Fuzzy Quantities by Means of a Weighting Function / G. Facchinetti and N. Pacchiarotti
  • Neural Network Sieve Bootstrap Prediction Intervals: Some Real Data Evidence / F. Giordano, M. La Rocca and C. Perna
  • Fuzzy Interval Net Present Value / M. Corazza and S. Giove
  • Interactive Visualization Tools for Meta-Clustering / I. Bifulco, F. Iorio, F. Napolitano, G. Raiconi and R. Tagliaferri
  • Remote Sensing Images Processing
  • Remote Sensing Imagery for Soil Characterization: A Wavelet Neural Data Fusion Approach / M. Cacciola, F.C. Morabito and V. Barrile
  • Application Of Self Organizing Maps To Multi-Resolution and Multi-Spectral Remote Sensed Images / F. Giacco, S. Scarpetta, L. Pugliese, M. Marinaro and C. Thiel
  • Comparison Of Neural Classification Algorithms Applied to Land Cover Mapping / C. Thiel, F. Giacco, F. Schwenker and G. Palm

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