Artificial Neural Networks in Pattern Recognition: 4th IAPR TC3 Workshop, ANNPR 2010, Cairo, Egypt, April 11-13, 2010, Proceedings

by Friedhelm Schwenker (Editor), Neamat El Gayar (Editor)

Overview

This book constitutes the refereed proceedings of the 4th IAPR TC3 Workshop, ANNPR 2010, held in Cairo, Eqypt, in April 2010.
The 23 revised full papers presented were carefully reviewed and selected from 42 submissions. The major topics of ANNPR are supervised and unsupervised learning, feature selection, pattern recognition in signal and image processing, and applications in data mining or bioinformatics.

Product Details

ISBN-13:	9783642121586
Publisher:	Springer Berlin Heidelberg
Publication date:	05/21/2010
Series:	Lecture Notes in Computer Science , #5998
Edition description:	2010
Pages:	280
Product dimensions:	6.10(w) x 9.20(h) x 0.60(d)

Table of Contents

Supervised Learning

Pattern Classification Using a Penalized Likelihood Method Ahmed Al-Ani Amir F. Atiya 1

Evaluation of Feature Selection by Multiclass Kernel Discriminant Analysis Tsuneyoshi Ishii Shigeo Abe 13

Correlation-Based and Causal Feature Selection Analysis for Ensemble Classifiers Rakkrit Duangsoithong Terry Windeatt 25

A New Monte Carlo-Based Error Rate Estimator Ahmed Hefny Amir F. Atiya 37

Recognition of Sequences of Graphical Patterns Edmondo Trentin ShuJia Zhang Markus Hagenbuchner 48

Maximum Echo-State-Likelihood Networks for Emotion Recognition Edmondo Trentin Stefan Scherer Friedhelm Schwenker 60

Robustness Analysis of Eleven Linear Classifiers in Extremely High-Dimensional Feature Spaces Ludwig Lausser Hans A. Kestler 72

Unsupervised Learning

Global Coordination Based on Matrix Neural Gas for Dynamic Texture Synthesis Banchar Arnonkijpanich Barbara Hammer 84

SIC-Means: A Semi-fuzzy Approach for Clustering Data Streams Using C-Means Amr Magdy Mahmoud K. Bassiouny 96

The Mathematics of Divergence Based Online Learning in Vector Quantization Thomas Villmann Sven Haase Frank-Michael Schleif Barbara Hammer Michael Biehl 108

Cluster Analysis of Cortical Pyramidal Neurons Using SOM Andreas Schierwagen Thomas Villmann Alan Alpár Ulrich Gärtner 120

Parallelized Kernel Patch Clustering Stefan Fauβer Friedhelm Schwenker 131

Visual Pattern Recognition

Neural Network Cascade for Facial Feature Localization Thibaud Senechal Lionel Prevost Shehzad Muhammad Hanif 141

A Hidden Markov Model Based Approach for Facial Expression Recognition in Image Sequences Miriam Schmidt Martin Schels Friedhelm Schwenker 149

Analysis, Interpretation, and Recognition of Facial Action Units and Expressions Using Neuro-Fuzzy Modeling Mahmoud Khademi Mohammad Hadi Kiapour Mohammad T. Manzuri-Shalmani Ali A. Kiaei 161

Content-Based Retrieval and Classification of Ultrasound Medical Images of Ovarian Cysts Abu Sayeed Md. Sohail Prabir Bhattacharya Sudhir P. Mudur Srinivasan Krishnamurthy Lucy Gilbert 173

Applications

A Novel Word Spotting Algorithm Using Bidirectional Long Short-Term Memory Neural Networks Volkmar Frinken Andreas Fischer Horst Bunke 185

Swarm Based Fuzzy Discriminant Analysis for Multifunction Prosthesis Control Rami N. Khushaba Ahmed Al-Ani Adel Al-Jumaily 197

Bayesian Learning of Generalized Gaussian Mixture Models on Biomedical Images Tarek Elguebaly Nizar Bouguila 207

Defective Areas Identification in Aircraft Components by Bivariate EMD Analysis of Ultrasound Signals Marco Leo David Looney Tiziana D'Orazio Danilo P. Mandic 219

Different Regions Identification in Composite Strain-Encoded (C-SENC) Images Using Machine Learning Techniques Abdallah G. Motaal Neamat El-Gayar Nael F. Osman 231

Exploiting Neural Networks to Enhance Trend Forecasting for Hotels Reservations Athanasius Zakhary Neamat El Gayar Sanaa El-Ola. H. Ahmed 241

VLSI Architecture of the Fuzzy Fingerprint Vault System Sung Jin Lim Seung-Hoon Chae Sung Bum Pan 252

Invited Talk

Clustering Very Large Dissimilarity Data Sets Barbara Hammer Alexander Hasenfuss 259

Author Index 275