Evolutionary Synthesis of Pattern Recognition Systems

By: Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec

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Hardcover | 17 February 2005

At a Glance

Hardcover
320 Pages

Dimensions(cm)
23.5 x 15.88 x 2.54

Hardcover

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Evolutionary computation is becoming increasingly important for computer vision and pattern recognition and provides a systematic way of synthesis and analysis of object detection and recognition systems. Incorporating "learning" into recognition systems will enable these systems to automatically generate new features on the fly and cleverly select a good subset of features according to the type of objects and images to which they are applied. This unique monograph investigates evolutionary computational techniques--such as genetic programming, linear genetic programming, coevolutionary genetic programming and genetic algorithms--to automate the synthesis and analysis of object detection and recognition systems. The purpose of incorporating learning into the system design is to avoid the time-consuming process of feature generation and selection and to reduce the cost of building object detection and recognition systems. Researchers, professionals, engineers, and students working in computer vision, pattern recognition, target recognition, machine learning, evolutionary learning, image processing, knowledge discovery and data mining, cybernetics, robotics, automation and psychology will find this well-developed and organized volume an invaluable resource.

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You Can Find This Book In

Non-Fiction Computing & I.T.Computer Science Image Processing Artificial Intelligence Computer Vision Pattern Recognition Graphical & Digital Media Applications Operating Systems Mathematics Geometry Differential & Riemannian Geometry

Human-Computer Interaction Mathematical Theory of Computation

List of Figures
List of Tables
Preface
Introduction
Feature Synthesis for Object Detection
MDL-Based Efficient Genetic Programming for Object Detection
Feature Selection for Object Detection
Evolutionary Feature Synthesis for Object Recognition
Linear Genetic Programming for Object Recognition Applications of Linear
Genetic Programming for Object Recognition
Summary and Future Work
References
Index
Table of Contents provided by Publisher. All Rights Reserved.

Evolutionary Synthesis of Pattern Recognition Systems

At a Glance

Hardcover

Shipping

How to return your order

Defective items

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