Genetic Programming for Image Classification

Name: Genetic Programming for Image Classification
SKU: 34226137
Price: 405.99 AUD
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An Automated Approach to Feature Learning

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Format:

Hardback

Series:

Adaptation, Learning, and Optimization

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Description

This book offers several new GP approaches to feature learning for image classification. Image classification is an important task in computer vision and machine learning with a wide range of applications. Feature learning is a fundamental step in image classification, but it is difficult due to the high variations of images. Genetic Programming (GP) is an evolutionary computation technique that can automatically evolve computer programs to solve any given problem. This is an important research field of GP and image classification. No book has been published in this field. This book shows how different techniques, e.g., image operators, ensembles, and surrogate, are proposed and employed to improve the accuracy and/or computational efficiency of GP for image classification. The proposed methods are applied to many different image classification tasks, and the effectiveness and interpretability of the learned models will be demonstrated. This book is suitable as a graduate andpostgraduate level textbook in artificial intelligence, machine learning, computer vision, and evolutionary computation.

Release date Australia

February 9th, 2021

Author

Series

Adaptation, Learning, and Optimization

Pages

258

Edition

1st ed. 2021

Audience

Professional & Vocational

Illustrations

59 Illustrations, color; 33 Illustrations, black and white; XXVIII, 258 p. 92 illus., 59 illus. in color.

ISBN-13

9783030659264

Product ID

34226137

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