Progress in Pattern Recognition

ปกหน้า
Sameer Singh, Maneesha Singh
Springer Science & Business Media, 3 ส.ค. 2007 - 243 หน้า
Overview andGoals Pattern recognition has evolved as a mature field of data analysis and its practice involves decision making using a wide variety of machine learning tools. Over the last three decades, substantial advances have been made in the areas of classification, prediction, optimisation and planning algorithms. Inparticular, the advances made in the areas of non-linear classification, statistical pattern recognition, multi-objective optimisation, string matching and uncertainty management are notable. These advances have been triggered by the availability of cheap computing power which allows large quantities of data to be processed in a very short period of time, and therefore developed algorithms can be tested easily on real problems. The current focus of pattern recognition research and development is to take laboratory solutions to commercial applications. The main goal of this book is to provide researchers with some of the latest novel techniques in the area of pattern recognition, and to show the potential of such techniques on real problems. The book will provide an excellent background to pattern recognition students and researchers into latest algorithms for pattern matching, and classification and their practical applications for imaging and non-imaging applications. Organization and Features The book is organised in two parts. The first nine chapters of the book describe novel advances in the areas of graph matching, information fusion, data clustering and classification, feature extraction and decision making under uncertainty.
 

เนื้อหา

Estimation in Feedback Loops by Stochastic Learning
3
Combining Exhaustive and Approximate Methods for Improved SubGraph Matching
17
Information Fusion Techniques for Reliably Training Intrusion Detection Systems
27
Use of Artificial Neural Networks and Effects of Amino Acid Encodings in the Membrane Protein Prediction Problem
37
Computationally Efficient Graph Matching via Energy Vector Extraction
47
A Validity Index Based on Cluster Symmetry
54
Introduction of New Expert and Old Expert Retirement in Ensemble Learning under Drifting Concept
64
Comparison of Three Feature Extraction Techniques to Distinguish Between Different Infrasound Signals
75
Online One Stroke Character Recognition Using Directional Features
145
Comparison of SVMs in Number Plate Recognition
152
Three Different Models for Named f Entity Recognition in Bengali
161
Comparison of Local and Global Thresholding for Binarization of Cheque Images
171
Reading out 2D Barcode PDF417
179
Offline HandWritten FarsiArabic Word Segmentation into Subword under Overlapped or Connected Conditions
186
Iris Biometrics Algorithm for Low Cost Devices
195
Optimization on PGA Based Face Recognition Models
203

Developing Trading Strategies based on Riskanalysis of Stocks
83
Facial Image Processing with Convolutional Neural Networks
97
Timedependent Interactive Graphical Models for Human Activity Analysis
109
A New Lexiconbased Method for Automated Detection of Terrorist Web Documents
119
A Neural Network Approach for Multifont and SizeIndependent Recognition of Ethiopic Characters
129
Automated Classification of Affective States using Facial Thermal Features
138
Discriminating Unknown Faces using iJ Eigenface Approach and a Novelty Filter
214
Using Timing to Detect Horror Shots in Horror Movies
225
IndoorOutdoor Scene Classification using Audio and Video Features
232
Author Index
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