Format:
1 Online-Ressource (xvi, 517 pages)
,
illustrations
Content:
Lie group machine learning model -- Lie group subspace orbit generation learning -- Symplectic group learning -- Quantum group learning -- Lie group fibre bundle learning -- Lie group covering learning -- Lie group deep structure learning -- Lie group semi-supervised learning -- Lie group kernel learning -- Tensor learning -- Frame bundle connection learning -- Spectral estimation learning -- Finsler geometric learning -- Homology boundary learning -- Category representation learning -- Neuromorphic synergy learning.
Content:
This book explains deep learning concepts and derives semi-supervised learning and nuclear learning frameworks based on cognition mechanism and Lie group theory. Lie group machine learning is a theoretical basis for brain intelligence, Neuromorphic learning (NL), advanced machine learning, and advanced artificial intelligence. The book further discusses algorithms and applications in tensor learning, spectrum estimation learning, Finsler geometry learning, Homology boundary learning, and prototype theory. With abundant case studies, this book can be used as a reference book for senior college students and graduate students as well as college teachers and scientific and technical personnel involved in computer science, artificial intelligence, machine learning, automation, mathematics, management science, cognitive science, financial management, and data analysis. In addition, this text can be used as the basis for teaching the principles of machine learning
Note:
Includes bibliographical references and index
,
In English
Additional Edition:
9783110499506
Additional Edition:
3110499509
Additional Edition:
9783110498073
Additional Edition:
3110498073
Additional Edition:
9783110500684
Additional Edition:
311050068X
Additional Edition:
9783110500684
Additional Edition:
Erscheint auch als Druck-Ausgabe Li, Fanzhang Lie group machine learning Berlin ; Boston : Walter de Gruyter, GmbH, [2019]
Language:
English
Keywords:
Electronic books
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