9783030659264 - genetic programming for image classification: an automated approach to feature learning (adaptation, learning, and optimization, 24, band 24) von bi, ying; xue, bing; zhang, mengjie (3 Ergebnisse)
Sprache: Englisch
Verlag: Springer 2021
Serie: Adaptation, Learning, and Optimization, Buch 11 von 12. Buch 11 von 12 - Adaptation, Learning, and Optimization
- Hardcover
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Zustand: New. In.
Sprache: Englisch
Verlag: Springer International Publishing 2021
Serie: Adaptation, Learning, and Optimization, Buch 11 von 12. Buch 11 von 12 - Adaptation, Learning, and Optimization
- Hardcover
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Buch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - 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 cla…ssification, 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.
Sprache: Englisch
Verlag: Springer Nature 2021
Serie: Adaptation, Learning, and Optimization, Buch 11 von 12. Buch 11 von 12 - Adaptation, Learning, and Optimization
- Hardcover
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Hardcover. Zustand: Brand New. 286 pages. 9.25x6.10x0.83 inches. In Stock.
